Doing Data Science - Case Study 2

Employee Attribution

Original dataset https://www.kaggle.com/pavansubhasht/ibm-hr-analytics-attrition-dataset

Goal - using the subset of data provided for training, predict the salaries (MonthlyIncome) and Attribution (Attrition = Yes/No) for the two separate validation datasets.

Must use either KNN or Naive Bayes, but can use other techniques too

Install packages

require("e1071")
## Loading required package: e1071
require("caret")
## Loading required package: caret
## Loading required package: lattice
## Loading required package: ggplot2
require("corrplot")
## Loading required package: corrplot
## corrplot 0.84 loaded
require("MASS")
## Loading required package: MASS
require("randomForest")
## Loading required package: randomForest
## randomForest 4.6-14
## Type rfNews() to see new features/changes/bug fixes.
## 
## Attaching package: 'randomForest'
## The following object is masked from 'package:ggplot2':
## 
##     margin
require("fields")
## Loading required package: fields
## Loading required package: spam
## Loading required package: dotCall64
## Loading required package: grid
## Spam version 2.4-0 (2019-11-01) is loaded.
## Type 'help( Spam)' or 'demo( spam)' for a short introduction 
## and overview of this package.
## Help for individual functions is also obtained by adding the
## suffix '.spam' to the function name, e.g. 'help( chol.spam)'.
## 
## Attaching package: 'spam'
## The following objects are masked from 'package:base':
## 
##     backsolve, forwardsolve
## Loading required package: maps
## See https://github.com/NCAR/Fields for
##  an extensive vignette, other supplements and source code
require("ggthemes")
## Loading required package: ggthemes
require("ROCR")
## Loading required package: ROCR
## Loading required package: gplots
## 
## Attaching package: 'gplots'
## The following object is masked from 'package:stats':
## 
##     lowess
require("dplyr")
## Loading required package: dplyr
## 
## Attaching package: 'dplyr'
## The following object is masked from 'package:randomForest':
## 
##     combine
## The following object is masked from 'package:MASS':
## 
##     select
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
require("ggplot2")
require("scales")
## Loading required package: scales
require("grid")
require("reshape")
## Loading required package: reshape
## 
## Attaching package: 'reshape'
## The following object is masked from 'package:dplyr':
## 
##     rename

First lets get our data and see how many rows we have.

note that data at the kaggle project has a total of 1470 rows, let’s see if we are dealing with the same data set?

We see that we are, which means this dataset was created probably by taking the kaggle dataset, splitting off two 300 row setsets, taking the attrition off one of them, and taking the monthlyIncome off the other

one other difference is that the No Salary and No Attrition data have an “ID” column added. Not sure why this was necessary since the employee rows already contain an employee ID (which should be unique), but that’s fine.

fullTraining = read.csv("CaseStudy2-data.csv")
nrowsFullTraining = nrow(fullTraining)

ValidationNoAttrition = read.csv("CaseStudy2CompSet No Attrition.csv")
nrowsValidationNoAttrition = nrow(ValidationNoAttrition)
ValidationNoSalary = read.csv("CaseStudy2CompSet No Salary.csv")
nrowsValidaitonNoSalary = nrow(ValidationNoSalary)

print(paste("Number of rows : Full= ",nrowsFullTraining," ValidationNoAttrition = ",nrowsValidationNoAttrition, " ValidationNoSalary = ", nrowsValidaitonNoSalary))
## [1] "Number of rows : Full=  870  ValidationNoAttrition =  300  ValidationNoSalary =  300"
print(paste("Total rows " ,nrowsFullTraining + nrowsValidationNoAttrition + nrowsValidaitonNoSalary ))
## [1] "Total rows  1470"

let’s try merging to a single dataframe ….

1470 rows

suppressMessages(library(plyr))

ValidationNoAttrition
##       ID Age    BusinessTravel DailyRate             Department
## 1   1171  35     Travel_Rarely       750 Research & Development
## 2   1172  33     Travel_Rarely       147        Human Resources
## 3   1173  26     Travel_Rarely      1330 Research & Development
## 4   1174  55     Travel_Rarely      1311 Research & Development
## 5   1175  29     Travel_Rarely      1246                  Sales
## 6   1176  51 Travel_Frequently      1456 Research & Development
## 7   1177  52        Non-Travel       585                  Sales
## 8   1178  39     Travel_Rarely      1387 Research & Development
## 9   1179  31     Travel_Rarely      1062 Research & Development
## 10  1180  31 Travel_Frequently       534 Research & Development
## 11  1181  40 Travel_Frequently      1469 Research & Development
## 12  1182  31     Travel_Rarely      1082 Research & Development
## 13  1183  33        Non-Travel       775 Research & Development
## 14  1184  50     Travel_Rarely       691 Research & Development
## 15  1185  33     Travel_Rarely       516 Research & Development
## 16  1186  42        Non-Travel       335 Research & Development
## 17  1187  33     Travel_Rarely       575 Research & Development
## 18  1188  29     Travel_Rarely       694 Research & Development
## 19  1189  55     Travel_Rarely       436                  Sales
## 20  1190  49     Travel_Rarely      1184                  Sales
## 21  1191  32     Travel_Rarely       267 Research & Development
## 22  1192  50     Travel_Rarely      1126 Research & Development
## 23  1193  54     Travel_Rarely       157 Research & Development
## 24  1194  24 Travel_Frequently       897        Human Resources
## 25  1195  45     Travel_Rarely      1038 Research & Development
## 26  1196  36        Non-Travel       635                  Sales
## 27  1197  41        Non-Travel       552        Human Resources
## 28  1198  21     Travel_Rarely      1343                  Sales
## 29  1199  36     Travel_Rarely       335                  Sales
## 30  1200  30 Travel_Frequently       109 Research & Development
## 31  1201  35 Travel_Frequently       146 Research & Development
## 32  1202  46     Travel_Rarely       717 Research & Development
## 33  1203  39     Travel_Rarely       903                  Sales
## 34  1204  35     Travel_Rarely       185 Research & Development
## 35  1205  21     Travel_Rarely      1334 Research & Development
## 36  1206  30     Travel_Rarely      1358                  Sales
## 37  1207  42 Travel_Frequently       555                  Sales
## 38  1208  45 Travel_Frequently      1297 Research & Development
## 39  1209  39 Travel_Frequently       672 Research & Development
## 40  1210  48     Travel_Rarely       715 Research & Development
## 41  1211  38     Travel_Rarely       364 Research & Development
## 42  1212  21     Travel_Rarely       546 Research & Development
## 43  1213  55     Travel_Rarely       836 Research & Development
## 44  1214  59     Travel_Rarely      1429 Research & Development
## 45  1215  58     Travel_Rarely      1145 Research & Development
## 46  1216  49 Travel_Frequently      1064 Research & Development
## 47  1217  52     Travel_Rarely      1490 Research & Development
## 48  1218  37     Travel_Rarely       589                  Sales
## 49  1219  37        Non-Travel      1413 Research & Development
## 50  1220  26 Travel_Frequently       921 Research & Development
## 51  1221  52     Travel_Rarely       621                  Sales
## 52  1222  33 Travel_Frequently      1392 Research & Development
## 53  1223  32        Non-Travel       300 Research & Development
## 54  1224  51     Travel_Rarely      1178                  Sales
## 55  1225  39     Travel_Rarely      1329                  Sales
## 56  1226  39 Travel_Frequently      1218 Research & Development
## 57  1227  33     Travel_Rarely       527 Research & Development
## 58  1228  30        Non-Travel      1400 Research & Development
## 59  1229  30     Travel_Rarely       979                  Sales
## 60  1230  44     Travel_Rarely       986 Research & Development
## 61  1231  40     Travel_Rarely      1398                  Sales
## 62  1232  31     Travel_Rarely       741 Research & Development
## 63  1233  20     Travel_Rarely      1097 Research & Development
## 64  1234  42 Travel_Frequently       481                  Sales
## 65  1235  32     Travel_Rarely       495 Research & Development
## 66  1236  33     Travel_Rarely       118                  Sales
## 67  1237  53     Travel_Rarely       102 Research & Development
## 68  1238  33 Travel_Frequently      1111                  Sales
## 69  1239  24 Travel_Frequently       535                  Sales
## 70  1240  42     Travel_Rarely       603 Research & Development
## 71  1241  35     Travel_Rarely       755 Research & Development
## 72  1242  44     Travel_Rarely       200 Research & Development
## 73  1243  54     Travel_Rarely       376 Research & Development
## 74  1244  37     Travel_Rarely       783 Research & Development
## 75  1245  43 Travel_Frequently       422 Research & Development
## 76  1246  28     Travel_Rarely       640 Research & Development
## 77  1247  57     Travel_Rarely       593 Research & Development
## 78  1248  30 Travel_Frequently      1312 Research & Development
## 79  1249  36 Travel_Frequently       469 Research & Development
## 80  1250  36     Travel_Rarely      1041        Human Resources
## 81  1251  34     Travel_Rarely       285 Research & Development
## 82  1252  34     Travel_Rarely       216                  Sales
## 83  1253  41     Travel_Rarely      1411 Research & Development
## 84  1254  34 Travel_Frequently       648        Human Resources
## 85  1255  55     Travel_Rarely       147 Research & Development
## 86  1256  52 Travel_Frequently       322 Research & Development
## 87  1257  34     Travel_Rarely       419 Research & Development
## 88  1258  52        Non-Travel       771                  Sales
## 89  1259  49     Travel_Rarely      1261 Research & Development
## 90  1260  26     Travel_Rarely      1146                  Sales
## 91  1261  44     Travel_Rarely       921 Research & Development
## 92  1262  39        Non-Travel       792 Research & Development
## 93  1263  27     Travel_Rarely      1054 Research & Development
## 94  1264  50 Travel_Frequently      1115 Research & Development
## 95  1265  40     Travel_Rarely       118                  Sales
## 96  1266  39 Travel_Frequently       766                  Sales
## 97  1267  60     Travel_Rarely       370 Research & Development
## 98  1268  39     Travel_Rarely       867 Research & Development
## 99  1269  29     Travel_Rarely       992 Research & Development
## 100 1270  31     Travel_Rarely       202 Research & Development
## 101 1271  41     Travel_Rarely       896                  Sales
## 102 1272  30        Non-Travel       829 Research & Development
## 103 1273  25     Travel_Rarely      1219 Research & Development
## 104 1274  53     Travel_Rarely      1070 Research & Development
## 105 1275  30 Travel_Frequently       448                  Sales
## 106 1276  26     Travel_Rarely      1066 Research & Development
## 107 1277  36 Travel_Frequently      1302 Research & Development
## 108 1278  31     Travel_Rarely      1079                  Sales
## 109 1279  37     Travel_Rarely       807        Human Resources
## 110 1280  54        Non-Travel       142        Human Resources
## 111 1281  35 Travel_Frequently       662                  Sales
## 112 1282  35     Travel_Rarely      1296 Research & Development
## 113 1283  37     Travel_Rarely       367 Research & Development
## 114 1284  38     Travel_Rarely      1084 Research & Development
## 115 1285  58     Travel_Rarely       605                  Sales
## 116 1286  43 Travel_Frequently       775                  Sales
## 117 1287  30     Travel_Rarely      1465 Research & Development
## 118 1288  29     Travel_Rarely       121                  Sales
## 119 1289  24        Non-Travel      1092 Research & Development
## 120 1290  58     Travel_Rarely       682                  Sales
## 121 1291  38     Travel_Rarely      1321                  Sales
## 122 1292  52     Travel_Rarely       319 Research & Development
## 123 1293  50     Travel_Rarely       264                  Sales
## 124 1294  36 Travel_Frequently       884 Research & Development
## 125 1295  36 Travel_Frequently       607                  Sales
## 126 1296  53     Travel_Rarely       868                  Sales
## 127 1297  29     Travel_Rarely      1396                  Sales
## 128 1298  50     Travel_Rarely      1099 Research & Development
## 129 1299  54     Travel_Rarely       821 Research & Development
## 130 1300  36        Non-Travel       894 Research & Development
## 131 1301  56     Travel_Rarely       310 Research & Development
## 132 1302  44     Travel_Rarely       136 Research & Development
## 133 1303  49     Travel_Rarely      1091 Research & Development
## 134 1304  32     Travel_Rarely       414                  Sales
## 135 1305  55     Travel_Rarely       111                  Sales
## 136 1306  35     Travel_Rarely      1315 Research & Development
## 137 1307  36     Travel_Rarely      1425 Research & Development
## 138 1308  42     Travel_Rarely      1210 Research & Development
## 139 1309  27        Non-Travel      1277 Research & Development
## 140 1310  46        Non-Travel       849                  Sales
## 141 1311  45     Travel_Rarely       194 Research & Development
## 142 1312  42 Travel_Frequently       570 Research & Development
## 143 1313  40     Travel_Rarely       448 Research & Development
## 144 1314  32     Travel_Rarely       120 Research & Development
## 145 1315  45     Travel_Rarely       538 Research & Development
## 146 1316  41 Travel_Frequently       143                  Sales
## 147 1317  42     Travel_Rarely       188 Research & Development
## 148 1318  31 Travel_Frequently       667                  Sales
## 149 1319  28     Travel_Rarely      1117 Research & Development
## 150 1320  55     Travel_Rarely       685                  Sales
## 151 1321  33     Travel_Rarely       832 Research & Development
## 152 1322  53     Travel_Rarely       346 Research & Development
## 153 1323  40 Travel_Frequently       530 Research & Development
## 154 1324  30     Travel_Rarely      1092 Research & Development
## 155 1325  40     Travel_Rarely       804 Research & Development
## 156 1326  31     Travel_Rarely       329 Research & Development
## 157 1327  34        Non-Travel       999 Research & Development
## 158 1328  40     Travel_Rarely       299                  Sales
## 159 1329  21     Travel_Rarely       391 Research & Development
## 160 1330  35        Non-Travel      1097 Research & Development
## 161 1331  40     Travel_Rarely       369 Research & Development
## 162 1332  28     Travel_Rarely      1083 Research & Development
## 163 1333  34     Travel_Rarely       699 Research & Development
## 164 1334  29     Travel_Rarely       806 Research & Development
## 165 1335  42     Travel_Rarely      1265 Research & Development
## 166 1336  29     Travel_Rarely      1283 Research & Development
## 167 1337  51 Travel_Frequently       237                  Sales
## 168 1338  27        Non-Travel       210                  Sales
## 169 1339  50     Travel_Rarely      1207 Research & Development
## 170 1340  35     Travel_Rarely       195                  Sales
## 171 1341  25     Travel_Rarely       180 Research & Development
## 172 1342  44     Travel_Rarely       935 Research & Development
## 173 1343  27     Travel_Rarely       975 Research & Development
## 174 1344  38     Travel_Rarely      1380 Research & Development
## 175 1345  27     Travel_Rarely      1469 Research & Development
## 176 1346  49 Travel_Frequently       279 Research & Development
## 177 1347  49     Travel_Rarely      1418 Research & Development
## 178 1348  35     Travel_Rarely      1349 Research & Development
## 179 1349  44     Travel_Rarely      1315 Research & Development
## 180 1350  44     Travel_Rarely      1448                  Sales
## 181 1351  26 Travel_Frequently       575 Research & Development
## 182 1352  43     Travel_Rarely      1273 Research & Development
## 183 1353  50     Travel_Rarely       328 Research & Development
## 184 1354  41     Travel_Rarely       930                  Sales
## 185 1355  43     Travel_Rarely       982 Research & Development
## 186 1356  53     Travel_Rarely       238                  Sales
## 187 1357  45     Travel_Rarely      1005 Research & Development
## 188 1358  20     Travel_Rarely       805 Research & Development
## 189 1359  54 Travel_Frequently       966 Research & Development
## 190 1360  39     Travel_Rarely       524 Research & Development
## 191 1361  30     Travel_Rarely      1334                  Sales
## 192 1362  39     Travel_Rarely       170 Research & Development
## 193 1363  35     Travel_Rarely       819 Research & Development
## 194 1364  38 Travel_Frequently      1186 Research & Development
## 195 1365  25     Travel_Rarely       622                  Sales
## 196 1366  29     Travel_Rarely       738 Research & Development
## 197 1367  34 Travel_Frequently       988        Human Resources
## 198 1368  31        Non-Travel       979 Research & Development
## 199 1369  51     Travel_Rarely       770        Human Resources
## 200 1370  54     Travel_Rarely       155 Research & Development
## 201 1371  41 Travel_Frequently       840 Research & Development
## 202 1372  28     Travel_Rarely      1181 Research & Development
## 203 1373  39     Travel_Rarely      1431 Research & Development
## 204 1374  36     Travel_Rarely       363 Research & Development
## 205 1375  53        Non-Travel       661 Research & Development
## 206 1376  31     Travel_Rarely       140 Research & Development
## 207 1377  28     Travel_Rarely       304                  Sales
## 208 1378  33        Non-Travel      1283                  Sales
## 209 1379  38     Travel_Rarely       437                  Sales
## 210 1380  50     Travel_Rarely       854                  Sales
## 211 1381  26 Travel_Frequently       575 Research & Development
## 212 1382  45     Travel_Rarely       549 Research & Development
## 213 1383  38 Travel_Frequently       240 Research & Development
## 214 1384  32     Travel_Rarely       638 Research & Development
## 215 1385  42     Travel_Rarely       201 Research & Development
## 216 1386  34     Travel_Rarely      1440                  Sales
## 217 1387  29     Travel_Rarely       598 Research & Development
## 218 1388  31     Travel_Rarely       330 Research & Development
## 219 1389  23     Travel_Rarely      1309 Research & Development
## 220 1390  36        Non-Travel       217 Research & Development
## 221 1391  30     Travel_Rarely       570                  Sales
## 222 1392  29     Travel_Rarely      1090                  Sales
## 223 1393  42     Travel_Rarely       532 Research & Development
## 224 1394  51     Travel_Rarely       684 Research & Development
## 225 1395  22     Travel_Rarely      1230 Research & Development
## 226 1396  35     Travel_Rarely      1276 Research & Development
## 227 1397  35 Travel_Frequently       482 Research & Development
## 228 1398  35 Travel_Frequently      1199 Research & Development
## 229 1399  40     Travel_Rarely      1124                  Sales
## 230 1400  37     Travel_Rarely      1107 Research & Development
## 231 1401  35     Travel_Rarely       104 Research & Development
## 232 1402  25     Travel_Rarely       141                  Sales
## 233 1403  44     Travel_Rarely      1199 Research & Development
## 234 1404  35     Travel_Rarely       144 Research & Development
## 235 1405  31 Travel_Frequently       754                  Sales
## 236 1406  35     Travel_Rarely      1258 Research & Development
## 237 1407  33     Travel_Rarely       924 Research & Development
## 238 1408  29     Travel_Rarely       441 Research & Development
## 239 1409  55     Travel_Rarely       452 Research & Development
## 240 1410  55     Travel_Rarely      1117                  Sales
## 241 1411  22     Travel_Rarely       581 Research & Development
## 242 1412  32        Non-Travel       953 Research & Development
## 243 1413  50     Travel_Rarely      1464 Research & Development
## 244 1414  36     Travel_Rarely      1174                  Sales
## 245 1415  40 Travel_Frequently      1395 Research & Development
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## 252 1422  41        Non-Travel       247 Research & Development
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## 265 1435  24        Non-Travel       673 Research & Development
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## 270 1440  35     Travel_Rarely       583 Research & Development
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## 274 1444  21     Travel_Rarely       156                  Sales
## 275 1445  19     Travel_Rarely       489        Human Resources
## 276 1446  29     Travel_Rarely       592 Research & Development
## 277 1447  26 Travel_Frequently      1283                  Sales
## 278 1448  43     Travel_Rarely       574 Research & Development
## 279 1449  32     Travel_Rarely       371                  Sales
## 280 1450  22     Travel_Rarely       534 Research & Development
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## 282 1452  29 Travel_Frequently       806 Research & Development
## 283 1453  54     Travel_Rarely      1082                  Sales
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## 294 1464  49 Travel_Frequently      1023                  Sales
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## 300 1470  47     Travel_Rarely       249                  Sales
##     DistanceFromHome Education   EducationField EmployeeCount
## 1                 28         3    Life Sciences             1
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##     JobInvolvement JobLevel                   JobRole JobSatisfaction
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## 148              1        1      Sales Representative               3
## 149              3        1        Research Scientist               4
## 150              2        5                   Manager               4
## 151              2        1        Research Scientist               4
## 152              3        2     Laboratory Technician               4
## 153              2        4 Healthcare Representative               2
## 154              3        3    Manufacturing Director               3
## 155              2        1        Research Scientist               4
## 156              2        1     Laboratory Technician               1
## 157              2        1        Research Scientist               3
## 158              2        3           Sales Executive               2
## 159              3        1        Research Scientist               4
## 160              2        3 Healthcare Representative               1
## 161              3        2    Manufacturing Director               1
## 162              1        2    Manufacturing Director               2
## 163              3        1        Research Scientist               1
## 164              3        1     Laboratory Technician               3
## 165              4        2     Laboratory Technician               4
## 166              3        1        Research Scientist               4
## 167              3        5                   Manager               2
## 168              3        2           Sales Executive               2
## 169              4        1     Laboratory Technician               3
## 170              3        2           Sales Executive               3
## 171              4        1        Research Scientist               1
## 172              3        1     Laboratory Technician               1
## 173              2        2 Healthcare Representative               1
## 174              3        1     Laboratory Technician               4
## 175              3        1     Laboratory Technician               2
## 176              2        2        Research Scientist               2
## 177              3        1        Research Scientist               1
## 178              2        1     Laboratory Technician               4
## 179              3        5                   Manager               4
## 180              4        4           Sales Executive               4
## 181              1        1     Laboratory Technician               4
## 182              4        1        Research Scientist               3
## 183              2        1     Laboratory Technician               3
## 184              2        2           Sales Executive               2
## 185              2        4         Research Director               2
## 186              3        2           Sales Executive               1
## 187              2        4         Research Director               2
## 188              2        1     Laboratory Technician               3
## 189              3        3    Manufacturing Director               3
## 190              3        2    Manufacturing Director               3
## 191              2        2           Sales Executive               2
## 192              2        2     Laboratory Technician               3
## 193              4        2        Research Scientist               1
## 194              3        1        Research Scientist               3
## 195              3        1      Sales Representative               3
## 196              2        1     Laboratory Technician               4
## 197              3        3           Human Resources               1
## 198              1        2    Manufacturing Director               3
## 199              3        4                   Manager               2
## 200              3        2        Research Scientist               3
## 201              3        5         Research Director               3
## 202              3        1        Research Scientist               4
## 203              3        1     Laboratory Technician               3
## 204              1        3    Manufacturing Director               1
## 205              2        4    Manufacturing Director               3
## 206              3        1        Research Scientist               4
## 207              3        2           Sales Executive               4
## 208              3        2           Sales Executive               2
## 209              3        2           Sales Executive               2
## 210              3        5                   Manager               4
## 211              3        1        Research Scientist               1
## 212              3        2        Research Scientist               4
## 213              4        2    Manufacturing Director               1
## 214              4        2        Research Scientist               3
## 215              3        1     Laboratory Technician               1
## 216              3        1      Sales Representative               3
## 217              4        1        Research Scientist               3
## 218              3        2    Manufacturing Director               3
## 219              3        1        Research Scientist               4
## 220              3        2    Manufacturing Director               4
## 221              2        2           Sales Executive               3
## 222              3        1      Sales Representative               2
## 223              3        5                   Manager               4
## 224              3        5         Research Director               3
## 225              2        2    Manufacturing Director               4
## 226              3        3 Healthcare Representative               3
## 227              3        2        Research Scientist               3
## 228              3        2 Healthcare Representative               3
## 229              1        2           Sales Executive               4
## 230              3        1     Laboratory Technician               1
## 231              3        1     Laboratory Technician               1
## 232              3        2           Sales Executive               1
## 233              4        5                   Manager               1
## 234              1        1     Laboratory Technician               3
## 235              3        2           Sales Executive               4
## 236              4        1        Research Scientist               3
## 237              3        1     Laboratory Technician               4
## 238              1        2 Healthcare Representative               1
## 239              3        5                   Manager               1
## 240              3        4                   Manager               2
## 241              3        1        Research Scientist               3
## 242              3        1        Research Scientist               2
## 243              3        5         Research Director               3
## 244              3        2           Sales Executive               2
## 245              3        2        Research Scientist               2
## 246              4        2 Healthcare Representative               2
## 247              3        1     Laboratory Technician               4
## 248              3        1     Laboratory Technician               4
## 249              4        3    Manufacturing Director               2
## 250              3        1        Research Scientist               3
## 251              2        1        Research Scientist               2
## 252              1        5         Research Director               3
## 253              2        5                   Manager               4
## 254              3        1        Research Scientist               4
## 255              3        4                   Manager               3
## 256              2        3 Healthcare Representative               4
## 257              4        2    Manufacturing Director               3
## 258              3        2    Manufacturing Director               3
## 259              2        2           Sales Executive               4
## 260              3        4                   Manager               1
## 261              4        4         Research Director               4
## 262              3        3           Sales Executive               3
## 263              3        4                   Manager               3
## 264              3        2           Sales Executive               3
## 265              4        2    Manufacturing Director               3
## 266              3        1        Research Scientist               4
## 267              4        3 Healthcare Representative               4
## 268              4        2           Sales Executive               4
## 269              2        1     Laboratory Technician               1
## 270              3        3 Healthcare Representative               3
## 271              1        2      Sales Representative               4
## 272              4        1     Laboratory Technician               1
## 273              3        2    Manufacturing Director               1
## 274              4        1      Sales Representative               2
## 275              2        1           Human Resources               4
## 276              3        1     Laboratory Technician               1
## 277              2        2           Sales Executive               1
## 278              3        3 Healthcare Representative               3
## 279              1        3           Sales Executive               3
## 280              3        1     Laboratory Technician               4
## 281              2        1     Laboratory Technician               4
## 282              1        1        Research Scientist               4
## 283              2        3           Sales Executive               3
## 284              3        1        Research Scientist               3
## 285              3        2           Sales Executive               2
## 286              2        1     Laboratory Technician               3
## 287              1        1     Laboratory Technician               4
## 288              3        1        Research Scientist               2
## 289              3        1     Laboratory Technician               3
## 290              3        1        Research Scientist               3
## 291              3        2 Healthcare Representative               2
## 292              3        1        Research Scientist               1
## 293              2        1        Research Scientist               2
## 294              2        2           Sales Executive               2
## 295              3        1        Research Scientist               4
## 296              3        1     Laboratory Technician               3
## 297              3        2           Sales Executive               3
## 298              1        1     Laboratory Technician               3
## 299              4        5                   Manager               4
## 300              3        2           Sales Executive               4
##     MaritalStatus MonthlyIncome MonthlyRate NumCompaniesWorked Over18
## 1         Married          3407       25348                  1      Y
## 2         Married          3600        8429                  1      Y
## 3        Divorced          2377       19373                  1      Y
## 4          Single         16659       23258                  2      Y
## 5        Divorced          8620       23757                  1      Y
## 6          Single          7484       25796                  3      Y
## 7        Divorced          3482       19788                  2      Y
## 8         Married          5377        3835                  2      Y
## 9          Single          6812       17198                  1      Y
## 10        Married          9824       22908                  3      Y
## 11       Divorced          3617       25063                  8      Y
## 12         Single          2501       18775                  1      Y
## 13       Divorced          3055        6194                  5      Y
## 14        Married         17639        6881                  5      Y
## 15         Single          6388       22049                  2      Y
## 16         Single          4332       14811                  1      Y
## 17         Single          4320       24152                  1      Y
## 18       Divorced         16124        3423                  3      Y
## 19         Single          5160       21519                  4      Y
## 20        Married          7654        5860                  1      Y
## 21         Single          2837       15919                  1      Y
## 22       Divorced         17399        6615                  9      Y
## 23         Single          4440       25198                  6      Y
## 24        Married          2145        2097                  0      Y
## 25       Divorced         10851       19863                  2      Y
## 26         Single          9980       15318                  1      Y
## 27        Married          6430       20794                  6      Y
## 28         Single          3447       24444                  1      Y
## 29        Married          5507       16822                  2      Y
## 30         Single          2422       25725                  0      Y
## 31         Single          4930       13970                  0      Y
## 32         Single          5562        9697                  6      Y
## 33         Single          7880        2560                  0      Y
## 34        Married          2705        9696                  0      Y
## 35         Single          1416       17258                  1      Y
## 36        Married          5301        2939                  8      Y
## 37        Married         13525       14864                  5      Y
## 38         Single          5399       14511                  4      Y
## 39        Married         19272       21141                  1      Y
## 40         Single         18265        8733                  6      Y
## 41         Single          4317        2302                  3      Y
## 42         Single          3117       26009                  1      Y
## 43       Divorced         14756       19730                  2      Y
## 44         Single         10512       20002                  6      Y
## 45        Married          3346       11873                  4      Y
## 46        Married         19161       13738                  3      Y
## 47        Married         16555       10310                  2      Y
## 48        Married          4189        8800                  1      Y
## 49         Single          3500       25470                  0      Y
## 50       Divorced          2007       25265                  1      Y
## 51        Married         16856       10084                  1      Y
## 52        Married          2909       23159                  1      Y
## 53       Divorced          2314        9148                  0      Y
## 54        Married          4936       14862                  4      Y
## 55        Married          5902       14590                  4      Y
## 56       Divorced         19197        8213                  1      Y
## 57         Single          2686        5207                  1      Y
## 58        Married          2097       16734                  4      Y
## 59       Divorced          7140        3088                  2      Y
## 60        Married          2818        5044                  2      Y
## 61        Married         18041       13022                  0      Y
## 62        Married          3477       18103                  1      Y
## 63         Single          2600       18275                  1      Y
## 64         Single         13758        2447                  0      Y
## 65         Single         11244       21072                  2      Y
## 66         Single          5324       26507                  5      Y
## 67         Single         14275       20206                  6      Y
## 68        Married          9998       19293                  6      Y
## 69        Married          2400        5530                  0      Y
## 70        Married          2372        5628                  6      Y
## 71         Single          6540       19394                  9      Y
## 72         Single          4541        7744                  1      Y
## 73       Divorced          5485       22670                  9      Y
## 74        Married          4284       13588                  5      Y
## 75        Married          5562       21782                  4      Y
## 76         Single          2080        4732                  2      Y
## 77        Married          6755        2967                  2      Y
## 78         Single          4968       26427                  0      Y
## 79        Married          3692        9256                  1      Y
## 80        Married          2143       25527                  4      Y
## 81        Married          5429       17491                  4      Y
## 82       Divorced          9725       12278                  0      Y
## 83       Divorced          3072       19877                  2      Y
## 84        Married          4490       21833                  4      Y
## 85        Married          5415       15972                  3      Y
## 86        Married         13247        9731                  2      Y
## 87         Single         11994       21293                  0      Y
## 88         Single         19068       21030                  1      Y
## 89         Single         10965       12066                  8      Y
## 90         Single          5326        3064                  6      Y
## 91        Married          7879       14810                  1      Y
## 92        Married          6472        8989                  1      Y
## 93         Single          3445        6152                  1      Y
## 94        Married         18172        9755                  3      Y
## 95        Married          4639       11262                  1      Y
## 96       Divorced          4127       19188                  2      Y
## 97       Divorced         10883       20467                  3      Y
## 98        Married          5151       12315                  1      Y
## 99         Single          2058       19757                  0      Y
## 100        Single          1261       22262                  1      Y
## 101        Single         13591       14674                  3      Y
## 102        Single          8474       20925                  1      Y
## 103       Married          3691        4605                  1      Y
## 104       Married         17584       21016                  3      Y
## 105       Married          2033       14470                  1      Y
## 106       Married          5472        3334                  1      Y
## 107       Married          5562       19711                  3      Y
## 108      Divorced          6583       20115                  2      Y
## 109      Divorced          2073       23648                  4      Y
## 110        Single         17328       13871                  2      Y
## 111       Married          4614       23288                  0      Y
## 112        Single          8095       18264                  0      Y
## 113      Divorced          5731       17171                  7      Y
## 114       Married          6261        4185                  3      Y
## 115       Married         17875       11761                  4      Y
## 116       Married          6804       23683                  3      Y
## 117       Married          3579        9369                  0      Y
## 118       Married          7639       24525                  1      Y
## 119      Divorced          2694       26551                  1      Y
## 120        Single         13872       24409                  0      Y
## 121       Married          4440        7636                  0      Y
## 122       Married          7969       19609                  2      Y
## 123       Married         19331       19519                  4      Y
## 124       Married          2571       12290                  4      Y
## 125       Married          4639        2261                  2      Y
## 126       Married         11836       22789                  5      Y
## 127        Single          2642        2755                  1      Y
## 128       Married         17046        9314                  0      Y
## 129       Married         19406        8509                  4      Y
## 130       Married          4374       15411                  0      Y
## 131       Married          2339        3666                  8      Y
## 132       Married         16328       22074                  3      Y
## 133        Single         13964       17810                  7      Y
## 134        Single          9907       26186                  7      Y
## 135       Married         10239       18092                  3      Y
## 136      Divorced         11996       19100                  7      Y
## 137       Married          6586        4821                  0      Y
## 138       Married          4841       24052                  4      Y
## 139       Married          4621        5869                  1      Y
## 140        Single          7991       25166                  8      Y
## 141      Divorced          2348       10901                  8      Y
## 142      Divorced         18430       16225                  1      Y
## 143        Single          7945       19948                  6      Y
## 144        Single          3038       12430                  3      Y
## 145      Divorced          7441       20933                  1      Y
## 146        Single          9355        9558                  1      Y
## 147        Single          4272        9558                  4      Y
## 148        Single          1359       16154                  1      Y
## 149        Single          3310        4488                  1      Y
## 150       Married         19586       23037                  1      Y
## 151       Married          2911       14776                  1      Y
## 152        Single          2450       10919                  2      Y
## 153       Married         13503       14115                  1      Y
## 154        Single          9667        2739                  9      Y
## 155        Single          2342       22929                  0      Y
## 156       Married          2218       16193                  1      Y
## 157      Divorced          2029       15891                  1      Y
## 158        Single          9094       17235                  2      Y
## 159        Single          1232       19281                  1      Y
## 160       Married          9884        8302                  2      Y
## 161       Married          6516        5041                  2      Y
## 162       Married          6549        3173                  1      Y
## 163        Single          2960       17102                  2      Y
## 164      Divorced          3339       17285                  3      Y
## 165       Married          5231       23726                  2      Y
## 166        Single          2201       18168                  9      Y
## 167      Divorced         19847       19196                  4      Y
## 168       Married          6349       22107                  0      Y
## 169       Married          3221        3297                  1      Y
## 170        Single          4859        6698                  1      Y
## 171        Single          3424       21632                  7      Y
## 172       Married          2362       14669                  4      Y
## 173        Single          6811       23398                  8      Y
## 174        Single          2288        6319                  1      Y
## 175      Divorced          3816       17881                  1      Y
## 176       Married          5130       24907                  1      Y
## 177       Married          3580       10554                  2      Y
## 178       Married          2690        7713                  1      Y
## 179       Married         19513        9358                  4      Y
## 180       Married         13320       11737                  3      Y
## 181      Divorced          4364        5288                  3      Y
## 182      Divorced          2645       21923                  1      Y
## 183       Married          3690        3425                  2      Y
## 184      Divorced          8938       12227                  2      Y
## 185      Divorced         14336        4345                  1      Y
## 186        Single          8381        7507                  7      Y
## 187        Single         16704       17119                  1      Y
## 188        Single          3033       12828                  1      Y
## 189      Divorced         10502        9659                  7      Y
## 190        Single          4534       13352                  0      Y
## 191      Divorced          5209       19760                  1      Y
## 192      Divorced          3069       10302                  0      Y
## 193       Married          5208       26312                  1      Y
## 194       Married          2821        2997                  3      Y
## 195       Married          2096       26376                  1      Y
## 196        Single          3983        7621                  0      Y
## 197      Divorced          9950       11533                  9      Y
## 198       Married          4345        4381                  0      Y
## 199      Divorced         14026       17588                  1      Y
## 200       Married          2897       22474                  3      Y
## 201      Divorced         19419        3735                  2      Y
## 202       Married          2044        5531                  1      Y
## 203      Divorced          2232       15417                  7      Y
## 204      Divorced         10252        4235                  2      Y
## 205       Married         12965       22308                  4      Y
## 206       Married          3929        6984                  8      Y
## 207        Single          5253       20750                  1      Y
## 208        Single          5147       10697                  8      Y
## 209        Single          4198       16379                  2      Y
## 210      Divorced         19517       24118                  3      Y
## 211        Single          3102        6582                  0      Y
## 212       Married          3697        9278                  9      Y
## 213        Single          5980       26085                  6      Y
## 214       Married          5175       22162                  5      Y
## 215      Divorced          2576       20490                  3      Y
## 216       Married          2308        4944                  0      Y
## 217       Married          2451       22376                  6      Y
## 218       Married          6179       21057                  1      Y
## 219      Divorced          2904       16092                  1      Y
## 220        Single          7779       23238                  2      Y
## 221      Divorced          6118        5431                  1      Y
## 222      Divorced          2297       17967                  1      Y
## 223       Married         19232        4933                  1      Y
## 224        Single         19537        6462                  7      Y
## 225       Married          4775       19146                  6      Y
## 226       Married          7632       14295                  4      Y
## 227        Single          4249        2690                  1      Y
## 228       Married          5689       24594                  1      Y
## 229       Married          7457       13273                  2      Y
## 230      Divorced          3034       26914                  1      Y
## 231      Divorced          2074       26619                  1      Y
## 232       Married          4194       14363                  1      Y
## 233      Divorced         19190       17477                  1      Y
## 234        Single          4230       19225                  0      Y
## 235       Married          5617       21075                  1      Y
## 236        Single          2506       13301                  3      Y
## 237        Single          2496        6670                  4      Y
## 238       Married          9715        7288                  3      Y
## 239        Single         19045       18938                  0      Y
## 240        Single         16835        9873                  3      Y
## 241        Single          3375       17624                  0      Y
## 242        Single          2718       17674                  2      Y
## 243       Married         19237       12853                  2      Y
## 244        Single          9278       20763                  3      Y
## 245      Divorced          5605        8504                  1      Y
## 246       Married          5488       20161                  1      Y
## 247       Married          3722       21081                  6      Y
## 248       Married          2659       17759                  1      Y
## 249        Single          7446        8931                  1      Y
## 250       Married          3506        6020                  0      Y
## 251        Single          2313        2993                  4      Y
## 252      Divorced         19973       20284                  1      Y
## 253      Divorced         19141        8861                  3      Y
## 254       Married          1706       16571                  1      Y
## 255       Married         17465       15596                  3      Y
## 256        Single         10496        2755                  6      Y
## 257       Married          6434        5118                  4      Y
## 258        Single          4695       12858                  7      Y
## 259        Single          5828        8450                  1      Y
## 260      Divorced         16823       18991                  2      Y
## 261      Divorced         14732       12414                  2      Y
## 262      Divorced          9852        8935                  1      Y
## 263        Single         17444       20489                  1      Y
## 264      Divorced          6728       14255                  7      Y
## 265      Divorced          4011        8232                  0      Y
## 266       Married          2132        4585                  4      Y
## 267       Married          7005        3458                  3      Y
## 268      Divorced          5460        6219                  4      Y
## 269        Single          3646       17181                  2      Y
## 270      Divorced         10388        6975                  1      Y
## 271       Married          5405        4244                  2      Y
## 272       Married          1601        3445                  1      Y
## 273        Single          9936        3787                  0      Y
## 274        Single          2716       25422                  1      Y
## 275        Single          2564       18437                  1      Y
## 276        Single          2062       19384                  3      Y
## 277        Single          4294       11148                  1      Y
## 278       Married          7510       16873                  1      Y
## 279       Married          9610        3840                  3      Y
## 280        Single          2871       23785                  1      Y
## 281      Divorced          2367       18779                  5      Y
## 282      Divorced          2720       18959                  1      Y
## 283       Married         10686        8392                  6      Y
## 284       Married          2942       12154                  2      Y
## 285        Single          5765       17485                  5      Y
## 286        Single          3989       20586                  1      Y
## 287      Divorced          2778       17725                  4      Y
## 288        Single          2478       20938                  1      Y
## 289      Divorced          3161       19920                  3      Y
## 290       Married          2773       12145                  0      Y
## 291        Single          5933        5197                  9      Y
## 292      Divorced          2782       19905                  0      Y
## 293       Married          2141        5348                  1      Y
## 294       Married          5390       13243                  2      Y
## 295       Married          2061       11133                  1      Y
## 296        Single          2519       12287                  4      Y
## 297        Single          5010       24301                  1      Y
## 298        Single          2293       10558                  1      Y
## 299       Married         19202       15970                  0      Y
## 300       Married          4537       17783                  0      Y
##     OverTime PercentSalaryHike PerformanceRating RelationshipSatisfaction
## 1         No                17                 3                        4
## 2         No                13                 3                        4
## 3         No                20                 4                        3
## 4        Yes                13                 3                        3
## 5         No                14                 3                        3
## 6         No                20                 4                        3
## 7         No                15                 3                        2
## 8         No                13                 3                        4
## 9         No                19                 3                        2
## 10        No                12                 3                        1
## 11       Yes                14                 3                        4
## 12        No                17                 3                        2
## 13        No                15                 3                        4
## 14        No                16                 3                        4
## 15       Yes                17                 3                        1
## 16        No                12                 3                        4
## 17        No                13                 3                        4
## 18        No                14                 3                        2
## 19        No                16                 3                        3
## 20        No                18                 3                        1
## 21        No                13                 3                        3
## 22        No                22                 4                        3
## 23       Yes                19                 3                        4
## 24        No                14                 3                        4
## 25       Yes                18                 3                        2
## 26        No                14                 3                        4
## 27        No                19                 3                        2
## 28        No                11                 3                        3
## 29        No                16                 3                        3
## 30        No                17                 3                        1
## 31       Yes                14                 3                        3
## 32        No                14                 3                        4
## 33        No                18                 3                        4
## 34        No                16                 3                        2
## 35        No                13                 3                        1
## 36        No                15                 3                        3
## 37        No                14                 3                        4
## 38        No                12                 3                        3
## 39        No                15                 3                        1
## 40        No                12                 3                        3
## 41       Yes                20                 4                        2
## 42        No                18                 3                        3
## 43       Yes                14                 3                        3
## 44        No                12                 3                        4
## 45       Yes                20                 4                        2
## 46        No                15                 3                        4
## 47        No                13                 3                        4
## 48        No                14                 3                        1
## 49        No                14                 3                        1
## 50        No                13                 3                        3
## 51        No                11                 3                        1
## 52       Yes                11                 3                        3
## 53        No                12                 3                        2
## 54        No                11                 3                        3
## 55        No                14                 3                        3
## 56       Yes                14                 3                        3
## 57       Yes                13                 3                        3
## 58        No                15                 3                        3
## 59        No                11                 3                        1
## 60       Yes                24                 4                        3
## 61        No                14                 3                        4
## 62        No                14                 3                        4
## 63       Yes                15                 3                        1
## 64       Yes                12                 3                        2
## 65        No                25                 4                        2
## 66        No                15                 3                        3
## 67        No                18                 3                        3
## 68        No                13                 3                        1
## 69        No                13                 3                        3
## 70       Yes                16                 3                        4
## 71        No                19                 3                        3
## 72        No                25                 4                        2
## 73       Yes                11                 3                        2
## 74       Yes                22                 4                        3
## 75        No                13                 3                        2
## 76        No                11                 3                        2
## 77        No                11                 3                        3
## 78        No                16                 3                        4
## 79        No                12                 3                        3
## 80        No                13                 3                        2
## 81        No                13                 3                        1
## 82        No                11                 3                        4
## 83        No                16                 3                        1
## 84        No                11                 3                        4
## 85       Yes                19                 3                        4
## 86       Yes                11                 3                        2
## 87        No                11                 3                        3
## 88       Yes                18                 3                        4
## 89        No                24                 4                        3
## 90        No                17                 3                        3
## 91       Yes                19                 3                        2
## 92       Yes                15                 3                        4
## 93        No                11                 3                        3
## 94       Yes                19                 3                        1
## 95        No                15                 3                        3
## 96        No                18                 3                        4
## 97        No                20                 4                        3
## 98        No                25                 4                        4
## 99        No                14                 3                        4
## 100       No                12                 3                        3
## 101      Yes                18                 3                        3
## 102       No                22                 4                        3
## 103      Yes                15                 3                        2
## 104      Yes                16                 3                        4
## 105       No                18                 3                        3
## 106       No                12                 3                        2
## 107      Yes                13                 3                        4
## 108      Yes                11                 3                        4
## 109      Yes                22                 4                        4
## 110      Yes                12                 3                        3
## 111      Yes                18                 3                        3
## 112       No                13                 3                        4
## 113       No                13                 3                        3
## 114       No                18                 3                        1
## 115      Yes                13                 3                        3
## 116       No                18                 3                        3
## 117      Yes                21                 4                        1
## 118       No                22                 4                        4
## 119       No                11                 3                        3
## 120       No                13                 3                        3
## 121       No                15                 3                        1
## 122      Yes                14                 3                        3
## 123      Yes                16                 3                        3
## 124       No                17                 3                        3
## 125       No                16                 3                        4
## 126       No                14                 3                        3
## 127       No                11                 3                        3
## 128       No                15                 3                        2
## 129       No                11                 3                        3
## 130       No                15                 3                        3
## 131       No                11                 3                        4
## 132       No                13                 3                        3
## 133      Yes                12                 3                        4
## 134      Yes                12                 3                        3
## 135       No                14                 3                        4
## 136       No                18                 3                        2
## 137      Yes                17                 3                        1
## 138       No                14                 3                        2
## 139       No                19                 3                        4
## 140       No                15                 3                        3
## 141       No                18                 3                        3
## 142       No                13                 3                        2
## 143      Yes                15                 3                        4
## 144       No                20                 4                        1
## 145       No                12                 3                        1
## 146       No                18                 3                        3
## 147       No                19                 3                        1
## 148       No                12                 3                        2
## 149       No                21                 4                        4
## 150       No                21                 4                        3
## 151       No                13                 3                        3
## 152       No                17                 3                        4
## 153       No                22                 4                        4
## 154       No                14                 3                        2
## 155      Yes                20                 4                        4
## 156       No                12                 3                        3
## 157       No                20                 4                        3
## 158      Yes                12                 3                        3
## 159       No                14                 3                        4
## 160      Yes                13                 3                        3
## 161      Yes                16                 3                        2
## 162       No                14                 3                        2
## 163       No                11                 3                        3
## 164      Yes                13                 3                        1
## 165      Yes                13                 3                        2
## 166       No                16                 3                        4
## 167      Yes                24                 4                        1
## 168      Yes                13                 3                        4
## 169      Yes                11                 3                        3
## 170       No                16                 3                        4
## 171       No                13                 3                        3
## 172       No                12                 3                        3
## 173       No                19                 3                        1
## 174       No                12                 3                        3
## 175       No                11                 3                        2
## 176       No                23                 4                        4
## 177       No                16                 3                        2
## 178       No                18                 3                        4
## 179      Yes                12                 3                        1
## 180      Yes                18                 3                        3
## 181       No                14                 3                        1
## 182       No                12                 3                        4
## 183       No                15                 3                        4
## 184       No                11                 3                        3
## 185       No                11                 3                        3
## 186       No                20                 4                        4
## 187       No                11                 3                        3
## 188       No                12                 3                        1
## 189       No                17                 3                        1
## 190       No                11                 3                        1
## 191      Yes                12                 3                        2
## 192       No                15                 3                        4
## 193       No                11                 3                        4
## 194       No                16                 3                        1
## 195       No                11                 3                        3
## 196       No                17                 3                        3
## 197      Yes                15                 3                        3
## 198       No                12                 3                        4
## 199      Yes                11                 3                        2
## 200       No                11                 3                        3
## 201       No                17                 3                        2
## 202       No                11                 3                        3
## 203       No                14                 3                        3
## 204      Yes                21                 4                        3
## 205      Yes                20                 4                        4
## 206      Yes                23                 4                        3
## 207       No                16                 3                        4
## 208       No                15                 3                        4
## 209       No                12                 3                        2
## 210       No                11                 3                        3
## 211       No                22                 4                        3
## 212       No                14                 3                        1
## 213      Yes                12                 3                        4
## 214       No                12                 3                        3
## 215       No                16                 3                        2
## 216      Yes                25                 4                        2
## 217       No                18                 3                        1
## 218      Yes                15                 3                        4
## 219       No                12                 3                        3
## 220       No                20                 4                        1
## 221       No                13                 3                        3
## 222       No                14                 3                        4
## 223       No                11                 3                        4
## 224       No                13                 3                        3
## 225       No                22                 4                        1
## 226      Yes                12                 3                        3
## 227      Yes                11                 3                        2
## 228      Yes                14                 3                        4
## 229      Yes                22                 4                        3
## 230       No                12                 3                        3
## 231      Yes                12                 3                        4
## 232      Yes                18                 3                        4
## 233       No                14                 3                        4
## 234       No                15                 3                        3
## 235      Yes                11                 3                        3
## 236       No                13                 3                        3
## 237       No                11                 3                        4
## 238       No                13                 3                        3
## 239      Yes                14                 3                        3
## 240       No                23                 4                        4
## 241       No                12                 3                        4
## 242       No                14                 3                        2
## 243      Yes                11                 3                        4
## 244      Yes                16                 3                        4
## 245       No                11                 3                        1
## 246      Yes                13                 3                        1
## 247      Yes                13                 3                        3
## 248      Yes                13                 3                        3
## 249       No                11                 3                        1
## 250      Yes                14                 3                        4
## 251      Yes                20                 4                        2
## 252       No                22                 4                        2
## 253       No                15                 3                        2
## 254       No                11                 3                        3
## 255       No                12                 3                        4
## 256       No                15                 3                        4
## 257       No                17                 3                        4
## 258      Yes                18                 3                        3
## 259      Yes                12                 3                        2
## 260       No                11                 3                        1
## 261       No                13                 3                        4
## 262      Yes                19                 3                        1
## 263       No                11                 3                        4
## 264       No                12                 3                        4
## 265       No                18                 3                        4
## 266       No                20                 4                        4
## 267       No                15                 3                        3
## 268       No                22                 4                        4
## 269      Yes                23                 4                        2
## 270      Yes                11                 3                        3
## 271      Yes                20                 4                        1
## 272      Yes                21                 4                        3
## 273       No                19                 3                        2
## 274       No                15                 3                        4
## 275       No                12                 3                        3
## 276       No                14                 3                        2
## 277       No                12                 3                        2
## 278       No                17                 3                        2
## 279       No                13                 3                        3
## 280       No                15                 3                        3
## 281       No                12                 3                        1
## 282       No                18                 3                        4
## 283       No                11                 3                        2
## 284       No                19                 3                        2
## 285       No                11                 3                        1
## 286      Yes                11                 3                        1
## 287      Yes                13                 3                        3
## 288      Yes                12                 3                        2
## 289      Yes                22                 4                        4
## 290       No                20                 4                        4
## 291       No                12                 3                        4
## 292      Yes                13                 3                        2
## 293       No                12                 3                        2
## 294       No                14                 3                        4
## 295       No                21                 4                        1
## 296       No                21                 4                        3
## 297       No                16                 3                        1
## 298       No                12                 3                        3
## 299       No                11                 3                        3
## 300      Yes                22                 4                        1
##     StandardHours StockOptionLevel TotalWorkingYears TrainingTimesLastYear
## 1              80                2                10                     3
## 2              80                1                 5                     2
## 3              80                1                 1                     0
## 4              80                0                30                     2
## 5              80                2                10                     3
## 6              80                0                23                     1
## 7              80                2                16                     3
## 8              80                3                10                     3
## 9              80                0                10                     2
## 10             80                0                12                     2
## 11             80                1                 3                     2
## 12             80                0                 1                     4
## 13             80                2                11                     2
## 14             80                0                30                     3
## 15             80                0                14                     6
## 16             80                0                20                     2
## 17             80                0                 5                     2
## 18             80                2                 9                     2
## 19             80                0                12                     3
## 20             80                2                 9                     3
## 21             80                0                 6                     3
## 22             80                1                32                     1
## 23             80                0                 9                     3
## 24             80                1                 3                     2
## 25             80                1                24                     2
## 26             80                0                10                     3
## 27             80                1                10                     4
## 28             80                0                 3                     2
## 29             80                2                12                     1
## 30             80                0                 4                     3
## 31             80                0                 6                     2
## 32             80                0                19                     3
## 33             80                0                 9                     3
## 34             80                1                 6                     2
## 35             80                0                 1                     6
## 36             80                2                 4                     2
## 37             80                1                23                     2
## 38             80                0                12                     3
## 39             80                1                21                     2
## 40             80                0                25                     3
## 41             80                0                19                     2
## 42             80                0                 3                     2
## 43             80                3                21                     2
## 44             80                0                25                     6
## 45             80                1                 9                     3
## 46             80                0                28                     3
## 47             80                0                31                     2
## 48             80                2                 5                     2
## 49             80                0                 7                     2
## 50             80                2                 5                     5
## 51             80                0                34                     3
## 52             80                0                 8                     3
## 53             80                1                 4                     2
## 54             80                1                18                     2
## 55             80                1                17                     1
## 56             80                1                21                     3
## 57             80                0                10                     2
## 58             80                1                 9                     3
## 59             80                1                12                     2
## 60             80                1                10                     2
## 61             80                0                21                     2
## 62             80                1                 6                     2
## 63             80                0                 1                     2
## 64             80                0                22                     2
## 65             80                0                10                     5
## 66             80                0                 6                     3
## 67             80                0                33                     0
## 68             80                0                 8                     2
## 69             80                2                 3                     3
## 70             80                0                18                     2
## 71             80                0                10                     5
## 72             80                0                20                     3
## 73             80                2                 9                     4
## 74             80                1                16                     2
## 75             80                1                12                     2
## 76             80                0                 5                     2
## 77             80                0                15                     2
## 78             80                0                10                     2
## 79             80                0                12                     2
## 80             80                1                 8                     2
## 81             80                2                10                     1
## 82             80                1                16                     2
## 83             80                2                17                     2
## 84             80                2                14                     5
## 85             80                1                12                     4
## 86             80                1                24                     3
## 87             80                0                13                     4
## 88             80                0                33                     2
## 89             80                0                26                     2
## 90             80                0                 6                     2
## 91             80                1                 9                     2
## 92             80                1                 9                     2
## 93             80                0                 6                     5
## 94             80                0                28                     1
## 95             80                1                 5                     2
## 96             80                1                 7                     6
## 97             80                1                19                     2
## 98             80                1                10                     3
## 99             80                0                 7                     1
## 100            80                0                 1                     3
## 101            80                0                16                     3
## 102            80                0                12                     2
## 103            80                1                 7                     3
## 104            80                3                21                     5
## 105            80                1                 1                     2
## 106            80                0                 8                     2
## 107            80                1                 9                     3
## 108            80                1                 8                     2
## 109            80                0                 7                     3
## 110            80                0                23                     3
## 111            80                1                 5                     0
## 112            80                0                17                     5
## 113            80                2                 9                     2
## 114            80                1                 9                     3
## 115            80                1                29                     2
## 116            80                1                 7                     5
## 117            80                1                12                     2
## 118            80                3                10                     3
## 119            80                3                 1                     4
## 120            80                0                38                     1
## 121            80                2                16                     3
## 122            80                0                28                     4
## 123            80                1                27                     2
## 124            80                1                17                     3
## 125            80                1                17                     2
## 126            80                1                28                     3
## 127            80                0                 1                     6
## 128            80                1                28                     2
## 129            80                1                24                     4
## 130            80                0                 4                     6
## 131            80                1                14                     4
## 132            80                1                24                     1
## 133            80                0                25                     2
## 134            80                0                 7                     3
## 135            80                1                24                     4
## 136            80                1                10                     6
## 137            80                1                17                     2
## 138            80                1                 4                     3
## 139            80                3                 3                     4
## 140            80                0                 6                     3
## 141            80                1                20                     2
## 142            80                1                24                     4
## 143            80                0                18                     2
## 144            80                0                 8                     2
## 145            80                3                10                     4
## 146            80                0                 8                     5
## 147            80                0                16                     3
## 148            80                0                 1                     3
## 149            80                0                 5                     3
## 150            80                1                36                     3
## 151            80                1                 2                     2
## 152            80                0                19                     4
## 153            80                1                22                     3
## 154            80                0                 9                     3
## 155            80                0                 5                     2
## 156            80                1                 4                     3
## 157            80                3                 5                     2
## 158            80                0                 9                     2
## 159            80                0                 0                     6
## 160            80                1                10                     3
## 161            80                1                18                     3
## 162            80                2                 8                     2
## 163            80                0                 8                     2
## 164            80                2                10                     2
## 165            80                1                17                     1
## 166            80                0                 6                     4
## 167            80                1                31                     5
## 168            80                1                 6                     0
## 169            80                3                20                     3
## 170            80                0                 5                     3
## 171            80                0                 6                     3
## 172            80                0                10                     4
## 173            80                0                 9                     2
## 174            80                0                 2                     3
## 175            80                1                 5                     2
## 176            80                1                10                     3
## 177            80                1                 7                     2
## 178            80                1                 1                     5
## 179            80                1                26                     2
## 180            80                1                23                     2
## 181            80                1                 5                     2
## 182            80                2                 6                     3
## 183            80                1                 5                     2
## 184            80                1                14                     5
## 185            80                1                25                     3
## 186            80                0                18                     2
## 187            80                0                21                     2
## 188            80                0                 2                     2
## 189            80                1                33                     2
## 190            80                0                 9                     6
## 191            80                3                11                     4
## 192            80                1                11                     3
## 193            80                0                16                     2
## 194            80                1                 8                     2
## 195            80                0                 7                     1
## 196            80                0                 4                     2
## 197            80                3                11                     2
## 198            80                1                 6                     2
## 199            80                1                33                     2
## 200            80                2                 9                     6
## 201            80                1                21                     2
## 202            80                1                 5                     6
## 203            80                3                 7                     1
## 204            80                1                17                     2
## 205            80                3                27                     2
## 206            80                1                 7                     0
## 207            80                0                 7                     1
## 208            80                0                13                     2
## 209            80                0                 8                     5
## 210            80                1                32                     3
## 211            80                0                 7                     2
## 212            80                2                12                     3
## 213            80                0                17                     2
## 214            80                1                 9                     3
## 215            80                1                 8                     5
## 216            80                1                12                     4
## 217            80                2                 5                     2
## 218            80                2                10                     3
## 219            80                2                 4                     2
## 220            80                0                18                     0
## 221            80                3                10                     2
## 222            80                2                 2                     2
## 223            80                0                22                     3
## 224            80                0                23                     5
## 225            80                2                 4                     2
## 226            80                0                10                     2
## 227            80                0                 9                     3
## 228            80                2                10                     2
## 229            80                3                 6                     2
## 230            80                1                18                     2
## 231            80                1                 1                     2
## 232            80                0                 5                     3
## 233            80                2                26                     4
## 234            80                0                 6                     2
## 235            80                0                10                     4
## 236            80                0                 7                     0
## 237            80                0                 7                     3
## 238            80                1                 9                     3
## 239            80                0                37                     2
## 240            80                0                37                     2
## 241            80                0                 4                     2
## 242            80                0                12                     3
## 243            80                1                29                     2
## 244            80                0                15                     3
## 245            80                1                20                     2
## 246            80                1                 6                     2
## 247            80                1                 7                     2
## 248            80                1                 3                     2
## 249            80                0                10                     2
## 250            80                0                 4                     3
## 251            80                0                 5                     0
## 252            80                2                21                     3
## 253            80                3                23                     2
## 254            80                3                 0                     6
## 255            80                1                23                     3
## 256            80                0                20                     2
## 257            80                1                 9                     1
## 258            80                0                10                     3
## 259            80                0                 8                     0
## 260            80                1                22                     3
## 261            80                2                31                     4
## 262            80                1                10                     5
## 263            80                0                10                     2
## 264            80                2                12                     3
## 265            80                1                 5                     5
## 266            80                1                 8                     3
## 267            80                0                11                     2
## 268            80                2                13                     4
## 269            80                0                11                     2
## 270            80                1                16                     3
## 271            80                2                20                     4
## 272            80                2                 1                     2
## 273            80                0                10                     2
## 274            80                0                 1                     0
## 275            80                0                 1                     3
## 276            80                0                11                     2
## 277            80                0                 7                     2
## 278            80                1                10                     1
## 279            80                1                10                     2
## 280            80                0                 1                     5
## 281            80                1                 6                     2
## 282            80                1                10                     5
## 283            80                1                13                     4
## 284            80                1                18                     4
## 285            80                0                 7                     4
## 286            80                0                 5                     2
## 287            80                1                10                     1
## 288            80                0                 4                     2
## 289            80                1                19                     0
## 290            80                0                 3                     3
## 291            80                0                10                     2
## 292            80                2                 6                     3
## 293            80                1                 6                     3
## 294            80                0                17                     3
## 295            80                0                 1                     5
## 296            80                0                16                     6
## 297            80                0                12                     0
## 298            80                0                 1                     2
## 299            80                1                25                     2
## 300            80                1                 8                     2
##     WorkLifeBalance YearsAtCompany YearsInCurrentRole
## 1                 2             10                  9
## 2                 3              5                  4
## 3                 2              1                  1
## 4                 3              5                  4
## 5                 3             10                  7
## 6                 2             13                 12
## 7                 2              9                  8
## 8                 3              7                  7
## 9                 3             10                  9
## 10                3              1                  0
## 11                3              1                  1
## 12                3              1                  1
## 13                2              9                  8
## 14                3              4                  3
## 15                3              0                  0
## 16                3             20                  9
## 17                3              5                  3
## 18                2              7                  7
## 19                2              9                  7
## 20                4              9                  8
## 21                3              6                  2
## 22                2              5                  4
## 23                3              5                  2
## 24                3              2                  2
## 25                3              7                  7
## 26                2             10                  3
## 27                3              3                  2
## 28                3              3                  2
## 29                1              4                  2
## 30                3              3                  2
## 31                4              5                  4
## 32                3             10                  7
## 33                3              8                  7
## 34                4              5                  4
## 35                2              1                  0
## 36                2              2                  1
## 37                4             20                  4
## 38                3              4                  2
## 39                3             21                  9
## 40                4              1                  0
## 41                3              3                  2
## 42                3              2                  2
## 43                3              5                  0
## 44                2              9                  7
## 45                2              1                  0
## 46                3              5                  4
## 47                1              5                  2
## 48                3              5                  2
## 49                1              6                  5
## 50                3              5                  3
## 51                4             34                  6
## 52                3              8                  7
## 53                3              3                  0
## 54                2              7                  7
## 55                4             15                 11
## 56                3             21                  8
## 57                2             10                  9
## 58                1              5                  3
## 59                3              7                  7
## 60                2              3                  2
## 61                3             20                 15
## 62                4              5                  2
## 63                3              1                  0
## 64                2             21                  9
## 65                4              5                  2
## 66                3              3                  2
## 67                3             12                  9
## 68                4              5                  4
## 69                3              2                  2
## 70                3              1                  0
## 71                3              1                  1
## 72                3             20                 11
## 73                3              5                  3
## 74                3              5                  3
## 75                2              5                  2
## 76                2              3                  2
## 77                3              3                  2
## 78                3              9                  7
## 79                2             11                 10
## 80                3              5                  2
## 81                3              8                  7
## 82                2             15                  1
## 83                2              1                  0
## 84                4             10                  9
## 85                3             10                  7
## 86                2              5                  3
## 87                3             12                  6
## 88                4             33                  7
## 89                3              5                  2
## 90                2              4                  3
## 91                3              8                  7
## 92                3              9                  8
## 93                2              6                  2
## 94                2              8                  3
## 95                3              5                  4
## 96                3              2                  1
## 97                4              1                  0
## 98                3             10                  0
## 99                2              6                  2
## 100               4              1                  0
## 101               3              1                  0
## 102               3             11                  8
## 103               4              7                  7
## 104               2              5                  3
## 105               4              1                  0
## 106               3              8                  7
## 107               3              3                  2
## 108               3              5                  2
## 109               3              3                  2
## 110               3              5                  3
## 111               2              4                  2
## 112               3             16                  6
## 113               3              6                  2
## 114               1              7                  7
## 115               2              1                  0
## 116               3              2                  2
## 117               3             11                  9
## 118               2             10                  4
## 119               3              1                  0
## 120               2             37                 10
## 121               3             15                 13
## 122               3              5                  4
## 123               3              1                  0
## 124               3              5                  2
## 125               2             15                  7
## 126               3              2                  0
## 127               3              1                  0
## 128               3             27                 10
## 129               2              4                  2
## 130               3              3                  2
## 131               1             10                  9
## 132               4             20                  6
## 133               3              7                  1
## 134               2              2                  2
## 135               3              1                  0
## 136               2              7                  7
## 137               2             16                  8
## 138               3              1                  0
## 139               3              3                  2
## 140               3              2                  2
## 141               1             17                  9
## 142               2             24                  7
## 143               2              4                  2
## 144               3              5                  4
## 145               3             10                  8
## 146               3              8                  7
## 147               3              1                  0
## 148               3              1                  0
## 149               3              5                  3
## 150               3             36                  6
## 151               2              2                  2
## 152               3              2                  2
## 153               2             22                  3
## 154               3              7                  7
## 155               2              4                  2
## 156               3              4                  2
## 157               3              5                  4
## 158               3              5                  4
## 159               3              0                  0
## 160               3              4                  0
## 161               3              1                  0
## 162               2              8                  6
## 163               3              4                  2
## 164               3              7                  7
## 165               2              5                  3
## 166               3              3                  2
## 167               2             29                 10
## 168               3              5                  4
## 169               3             20                  8
## 170               3              5                  4
## 171               2              4                  3
## 172               4              3                  2
## 173               1              7                  6
## 174               3              2                  2
## 175               3              5                  2
## 176               3             10                  7
## 177               3              4                  2
## 178               2              1                  0
## 179               4              2                  2
## 180               3             12                 11
## 181               3              2                  2
## 182               2              5                  3
## 183               2              3                  2
## 184               3              5                  4
## 185               3             25                 10
## 186               4             14                  7
## 187               3             21                  6
## 188               2              2                  2
## 189               1              5                  4
## 190               3              8                  7
## 191               2             11                  8
## 192               3             10                  8
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## 298               2              1                  0
## 299               3             24                  0
## 300               3              7                  6
##     YearsSinceLastPromotion YearsWithCurrManager
## 1                         6                    8
## 2                         1                    4
## 3                         0                    0
## 4                         1                    2
## 5                         0                    4
## 6                        12                    8
## 7                         0                    0
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## 14                        0                    3
## 15                        0                    0
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## 17                        0                    2
## 18                        1                    7
## 19                        7                    3
## 20                        7                    7
## 21                        4                    1
## 22                        1                    3
## 23                        1                    4
## 24                        2                    1
## 25                        0                    7
## 26                        9                    7
## 27                        1                    2
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## 29                        1                    3
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## 32                        0                    9
## 33                        0                    7
## 34                        0                    3
## 35                        1                    0
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## 38                        0                    3
## 39                       13                    3
## 40                        0                    0
## 41                        2                    2
## 42                        2                    2
## 43                        0                    2
## 44                        5                    4
## 45                        0                    0
## 46                        4                    3
## 47                        1                    4
## 48                        0                    3
## 49                        1                    3
## 50                        1                    3
## 51                        1                   16
## 52                        3                    0
## 53                        0                    2
## 54                        0                    7
## 55                        5                    9
## 56                        1                    6
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## 58                        1                    4
## 59                        1                    7
## 60                        0                    2
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## 62                        0                    3
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## 300                       7                    7
allData <- rbind.fill(fullTraining, ValidationNoAttrition)
allData
##        ID Age Attrition    BusinessTravel DailyRate             Department
## 1       1  32        No     Travel_Rarely       117                  Sales
## 2       2  40        No     Travel_Rarely      1308 Research & Development
## 3       3  35        No Travel_Frequently       200 Research & Development
## 4       4  32        No     Travel_Rarely       801                  Sales
## 5       5  24        No Travel_Frequently       567 Research & Development
## 6       6  27        No Travel_Frequently       294 Research & Development
## 7       7  41        No     Travel_Rarely      1283 Research & Development
## 8       8  37        No     Travel_Rarely       309                  Sales
## 9       9  34        No     Travel_Rarely      1333                  Sales
## 10     10  34        No Travel_Frequently       653 Research & Development
## 11     11  43        No     Travel_Rarely       823 Research & Development
## 12     12  28        No        Non-Travel       280        Human Resources
## 13     13  35        No     Travel_Rarely       950 Research & Development
## 14     14  30        No     Travel_Rarely       202                  Sales
## 15     15  46        No     Travel_Rarely       991        Human Resources
## 16     16  31        No        Non-Travel      1188                  Sales
## 17     17  32        No     Travel_Rarely       498 Research & Development
## 18     18  46        No        Non-Travel      1144 Research & Development
## 19     19  34        No     Travel_Rarely       181 Research & Development
## 20     20  44        No     Travel_Rarely       170 Research & Development
## 21     21  36        No     Travel_Rarely       913 Research & Development
## 22     22  48        No     Travel_Rarely       817                  Sales
## 23     23  43        No Travel_Frequently      1001 Research & Development
## 24     24  31        No Travel_Frequently       715                  Sales
## 25     25  33        No     Travel_Rarely      1069 Research & Development
## 26     26  44        No     Travel_Rarely      1099                  Sales
## 27     27  38        No     Travel_Rarely      1245                  Sales
## 28     28  33       Yes     Travel_Rarely       603                  Sales
## 29     29  53       Yes     Travel_Rarely      1168                  Sales
## 30     30  52        No        Non-Travel       715 Research & Development
## 31     31  32        No Travel_Frequently       689                  Sales
## 32     32  33        No     Travel_Rarely       267 Research & Development
## 33     33  46        No     Travel_Rarely       488                  Sales
## 34     34  35        No     Travel_Rarely       982 Research & Development
## 35     35  32        No     Travel_Rarely      1373 Research & Development
## 36     36  32        No Travel_Frequently      1311 Research & Development
## 37     37  35       Yes     Travel_Rarely       737                  Sales
## 38     38  36       Yes     Travel_Rarely      1456                  Sales
## 39     39  56        No     Travel_Rarely       206        Human Resources
## 40     40  31        No Travel_Frequently       793                  Sales
## 41     41  58        No        Non-Travel       350                  Sales
## 42     42  45        No     Travel_Rarely       954                  Sales
## 43     43  49        No     Travel_Rarely       464 Research & Development
## 44     44  42        No     Travel_Rarely      1059 Research & Development
## 45     45  23        No     Travel_Rarely       373 Research & Development
## 46     46  42        No Travel_Frequently       748 Research & Development
## 47     47  32       Yes     Travel_Rarely       964                  Sales
## 48     48  38        No     Travel_Rarely       770                  Sales
## 49     49  18       Yes Travel_Frequently      1306                  Sales
## 50     50  27        No        Non-Travel       691 Research & Development
## 51     51  38        No     Travel_Rarely       362 Research & Development
## 52     52  58        No     Travel_Rarely      1055 Research & Development
## 53     53  44        No     Travel_Rarely      1117 Research & Development
## 54     54  45        No        Non-Travel       805 Research & Development
## 55     55  31        No     Travel_Rarely       746 Research & Development
## 56     56  41        No     Travel_Rarely       548 Research & Development
## 57     57  42       Yes Travel_Frequently       933 Research & Development
## 58     58  29        No     Travel_Rarely      1370 Research & Development
## 59     59  37        No        Non-Travel       728 Research & Development
## 60     60  25       Yes Travel_Frequently       599                  Sales
## 61     61  36       Yes     Travel_Rarely       530                  Sales
## 62     62  36        No     Travel_Rarely       325 Research & Development
## 63     63  31        No     Travel_Rarely      1154                  Sales
## 64     64  18        No        Non-Travel      1431 Research & Development
## 65     65  24       Yes     Travel_Rarely       984 Research & Development
## 66     66  32        No     Travel_Rarely       334 Research & Development
## 67     67  35        No     Travel_Rarely      1017 Research & Development
## 68     68  23        No     Travel_Rarely       571 Research & Development
## 69     69  35        No Travel_Frequently       664 Research & Development
## 70     70  37        No     Travel_Rarely      1372 Research & Development
## 71     71  41        No     Travel_Rarely       642 Research & Development
## 72     72  28        No     Travel_Rarely       866                  Sales
## 73     73  35       Yes     Travel_Rarely       556 Research & Development
## 74     74  41        No     Travel_Rarely       167 Research & Development
## 75     75  52       Yes     Travel_Rarely      1030                  Sales
## 76     76  30        No Travel_Frequently       721 Research & Development
## 77     77  34        No     Travel_Rarely       971                  Sales
## 78     78  46        No     Travel_Rarely       563                  Sales
## 79     79  45        No        Non-Travel      1052                  Sales
## 80     80  31        No     Travel_Rarely      1276 Research & Development
## 81     81  37       Yes     Travel_Rarely      1141 Research & Development
## 82     82  35        No     Travel_Rarely      1370 Research & Development
## 83     83  38        No Travel_Frequently       508 Research & Development
## 84     84  37        No     Travel_Rarely      1319 Research & Development
## 85     85  36        No     Travel_Rarely       429 Research & Development
## 86     86  59        No     Travel_Rarely       715 Research & Development
## 87     87  47        No     Travel_Rarely       703                  Sales
## 88     88  35       Yes     Travel_Rarely       622 Research & Development
## 89     89  27        No Travel_Frequently       994                  Sales
## 90     90  46        No     Travel_Rarely       705                  Sales
## 91     91  38        No Travel_Frequently      1490 Research & Development
## 92     92  29       Yes     Travel_Rarely       408                  Sales
## 93     93  37       Yes     Travel_Rarely      1373 Research & Development
## 94     94  35        No     Travel_Rarely       670 Research & Development
## 95     95  50        No     Travel_Rarely      1452 Research & Development
## 96     96  42        No     Travel_Rarely       635                  Sales
## 97     97  46        No     Travel_Rarely       228                  Sales
## 98     98  37        No        Non-Travel      1040 Research & Development
## 99     99  29        No Travel_Frequently       410 Research & Development
## 100   100  34        No     Travel_Rarely       401 Research & Development
## 101   101  27        No     Travel_Rarely      1377 Research & Development
## 102   102  31        No     Travel_Rarely       326                  Sales
## 103   103  34        No        Non-Travel      1381                  Sales
## 104   104  23        No     Travel_Rarely       885 Research & Development
## 105   105  53        No     Travel_Rarely       447 Research & Development
## 106   106  26        No     Travel_Rarely      1384 Research & Development
## 107   107  29        No        Non-Travel      1496 Research & Development
## 108   108  55        No     Travel_Rarely       189        Human Resources
## 109   109  46       Yes     Travel_Rarely       261 Research & Development
## 110   110  32        No     Travel_Rarely       529 Research & Development
## 111   111  28        No Travel_Frequently       773 Research & Development
## 112   112  52        No     Travel_Rarely      1053 Research & Development
## 113   113  52        No     Travel_Rarely       994 Research & Development
## 114   114  35        No        Non-Travel      1225 Research & Development
## 115   115  35        No     Travel_Rarely      1361                  Sales
## 116   116  37        No        Non-Travel      1252                  Sales
## 117   117  25        No     Travel_Rarely      1356                  Sales
## 118   118  29        No     Travel_Rarely      1378 Research & Development
## 119   119  41        No     Travel_Rarely       465 Research & Development
## 120   120  34        No     Travel_Rarely       404 Research & Development
## 121   121  36        No        Non-Travel       427 Research & Development
## 122   122  21        No     Travel_Rarely       501                  Sales
## 123   123  45        No     Travel_Rarely       930                  Sales
## 124   124  38        No     Travel_Rarely       243                  Sales
## 125   125  29        No Travel_Frequently       442                  Sales
## 126   126  35        No     Travel_Rarely      1224                  Sales
## 127   127  32       Yes Travel_Frequently      1125 Research & Development
## 128   128  45        No     Travel_Rarely       556 Research & Development
## 129   129  43        No     Travel_Rarely       930 Research & Development
## 130   130  46        No     Travel_Rarely      1319                  Sales
## 131   131  29        No     Travel_Rarely       991                  Sales
## 132   132  49        No     Travel_Rarely      1313                  Sales
## 133   133  42        No Travel_Frequently      1368 Research & Development
## 134   134  39        No     Travel_Rarely       492 Research & Development
## 135   135  43        No Travel_Frequently       559 Research & Development
## 136   136  40        No Travel_Frequently       791 Research & Development
## 137   137  29       Yes     Travel_Rarely       805 Research & Development
## 138   138  54        No     Travel_Rarely      1441 Research & Development
## 139   139  39       Yes     Travel_Rarely      1122 Research & Development
## 140   140  37        No     Travel_Rarely      1189                  Sales
## 141   141  56        No     Travel_Rarely      1369 Research & Development
## 142   142  58        No     Travel_Rarely       848 Research & Development
## 143   143  46        No     Travel_Rarely       566 Research & Development
## 144   144  37        No     Travel_Rarely       228                  Sales
## 145   145  40        No     Travel_Rarely      1202 Research & Development
## 146   146  29        No        Non-Travel       746                  Sales
## 147   147  33        No     Travel_Rarely       931 Research & Development
## 148   148  33        No     Travel_Rarely      1242                  Sales
## 149   149  24        No     Travel_Rarely       477 Research & Development
## 150   150  28        No     Travel_Rarely       580 Research & Development
## 151   151  31       Yes     Travel_Rarely      1365                  Sales
## 152   152  32        No     Travel_Rarely       929                  Sales
## 153   153  32        No     Travel_Rarely       906                  Sales
## 154   154  41        No     Travel_Rarely       447 Research & Development
## 155   155  34        No     Travel_Rarely       546 Research & Development
## 156   156  30        No        Non-Travel       641                  Sales
## 157   157  40        No     Travel_Rarely       444                  Sales
## 158   158  39       Yes Travel_Frequently       203 Research & Development
## 159   159  43        No Travel_Frequently      1082 Research & Development
## 160   160  42        No Travel_Frequently       458 Research & Development
## 161   161  30        No     Travel_Rarely       852 Research & Development
## 162   162  28       Yes        Non-Travel      1366 Research & Development
## 163   163  33        No     Travel_Rarely      1216                  Sales
## 164   164  42        No     Travel_Rarely       916 Research & Development
## 165   165  35        No     Travel_Rarely      1232                  Sales
## 166   166  20       Yes     Travel_Rarely       500                  Sales
## 167   167  49        No     Travel_Rarely       301 Research & Development
## 168   168  33        No     Travel_Rarely       922 Research & Development
## 169   169  52        No     Travel_Rarely       956 Research & Development
## 170   170  29        No     Travel_Rarely      1107 Research & Development
## 171   171  30        No     Travel_Rarely       501                  Sales
## 172   172  47        No        Non-Travel      1169 Research & Development
## 173   173  46        No Travel_Frequently      1034 Research & Development
## 174   174  33        No     Travel_Rarely       536                  Sales
## 175   175  53        No     Travel_Rarely      1376                  Sales
## 176   176  21        No     Travel_Rarely       984 Research & Development
## 177   177  55       Yes     Travel_Rarely       725 Research & Development
## 178   178  26       Yes Travel_Frequently       342 Research & Development
## 179   179  32        No Travel_Frequently       967                  Sales
## 180   180  38        No     Travel_Rarely       702                  Sales
## 181   181  35        No     Travel_Rarely       819 Research & Development
## 182   182  38        No     Travel_Rarely      1009                  Sales
## 183   183  43        No Travel_Frequently       957 Research & Development
## 184   184  39        No     Travel_Rarely      1089 Research & Development
## 185   185  39        No Travel_Frequently       443 Research & Development
## 186   186  28        No     Travel_Rarely      1158 Research & Development
## 187   187  25        No Travel_Frequently       772 Research & Development
## 188   188  47        No     Travel_Rarely      1225                  Sales
## 189   189  50        No     Travel_Rarely       797 Research & Development
## 190   190  28        No        Non-Travel       120                  Sales
## 191   191  30        No     Travel_Rarely      1275 Research & Development
## 192   192  31        No Travel_Frequently      1125                  Sales
## 193   193  46        No     Travel_Rarely      1485 Research & Development
## 194   194  48        No     Travel_Rarely       163                  Sales
## 195   195  26        No     Travel_Rarely       683 Research & Development
## 196   196  51        No     Travel_Rarely       833 Research & Development
## 197   197  51        No     Travel_Rarely       432 Research & Development
## 198   198  49        No     Travel_Rarely       174                  Sales
## 199   199  44        No     Travel_Rarely       477 Research & Development
## 200   200  24        No     Travel_Rarely       823 Research & Development
## 201   201  40       Yes        Non-Travel      1479                  Sales
## 202   202  32        No     Travel_Rarely       548 Research & Development
## 203   203  32        No     Travel_Rarely       859 Research & Development
## 204   204  28       Yes     Travel_Rarely       654 Research & Development
## 205   205  32        No     Travel_Rarely      1401                  Sales
## 206   206  44        No     Travel_Rarely       661 Research & Development
## 207   207  43       Yes     Travel_Rarely      1372                  Sales
## 208   208  38       Yes     Travel_Rarely      1180 Research & Development
## 209   209  30        No     Travel_Rarely       201 Research & Development
## 210   210  41        No     Travel_Rarely       802                  Sales
## 211   211  41        No     Travel_Rarely       582 Research & Development
## 212   212  42        No     Travel_Rarely       265                  Sales
## 213   213  37        No     Travel_Rarely      1225 Research & Development
## 214   214  42        No     Travel_Rarely       932 Research & Development
## 215   215  27        No     Travel_Rarely      1115 Research & Development
## 216   216  40        No     Travel_Rarely       896 Research & Development
## 217   217  38        No     Travel_Rarely      1495 Research & Development
## 218   218  48        No Travel_Frequently       117 Research & Development
## 219   219  30        No     Travel_Rarely       438 Research & Development
## 220   220  26        No     Travel_Rarely       583 Research & Development
## 221   221  34        No     Travel_Rarely       304                  Sales
## 222   222  45       Yes Travel_Frequently       306                  Sales
## 223   223  33        No        Non-Travel       530                  Sales
## 224   224  28        No     Travel_Rarely      1423 Research & Development
## 225   225  38        No     Travel_Rarely      1206 Research & Development
## 226   226  30        No     Travel_Rarely       911 Research & Development
## 227   227  35        No     Travel_Rarely       464 Research & Development
## 228   228  22        No     Travel_Rarely      1136 Research & Development
## 229   229  24        No     Travel_Rarely      1353                  Sales
## 230   230  49        No     Travel_Rarely       465 Research & Development
## 231   231  45        No     Travel_Rarely      1329 Research & Development
## 232   232  35        No     Travel_Rarely       890                  Sales
## 233   233  47       Yes Travel_Frequently      1093                  Sales
## 234   234  54        No     Travel_Rarely      1147                  Sales
## 235   235  43        No Travel_Frequently       394                  Sales
## 236   236  37       Yes     Travel_Rarely       625                  Sales
## 237   237  42        No     Travel_Rarely       300 Research & Development
## 238   238  32        No     Travel_Rarely       646 Research & Development
## 239   239  25        No     Travel_Rarely       309        Human Resources
## 240   240  50        No     Travel_Rarely       813 Research & Development
## 241   241  42        No     Travel_Rarely       319 Research & Development
## 242   242  45        No Travel_Frequently       364 Research & Development
## 243   243  29        No     Travel_Rarely      1328 Research & Development
## 244   244  25       Yes     Travel_Rarely       383                  Sales
## 245   245  29        No     Travel_Rarely       718 Research & Development
## 246   246  29        No     Travel_Rarely      1086 Research & Development
## 247   247  31        No     Travel_Rarely      1232 Research & Development
## 248   248  32        No     Travel_Rarely       234                  Sales
## 249   249  41        No Travel_Frequently      1200 Research & Development
## 250   250  41        No     Travel_Rarely      1276                  Sales
## 251   251  33        No        Non-Travel      1313 Research & Development
## 252   252  36        No        Non-Travel      1229                  Sales
## 253   253  45        No     Travel_Rarely       252 Research & Development
## 254   254  31       Yes     Travel_Rarely       359        Human Resources
## 255   255  40        No        Non-Travel       218 Research & Development
## 256   256  43        No        Non-Travel       343 Research & Development
## 257   257  31        No Travel_Frequently       444                  Sales
## 258   258  30        No     Travel_Rarely       855                  Sales
## 259   259  34        No     Travel_Rarely      1480                  Sales
## 260   260  25        No     Travel_Rarely       977 Research & Development
## 261   261  31       Yes Travel_Frequently       703                  Sales
## 262   262  29       Yes     Travel_Rarely       224 Research & Development
## 263   263  33       Yes     Travel_Rarely       813 Research & Development
## 264   264  29        No Travel_Frequently      1404                  Sales
## 265   265  24        No     Travel_Rarely      1127 Research & Development
## 266   266  35        No     Travel_Rarely       809 Research & Development
## 267   267  34        No Travel_Frequently       829 Research & Development
## 268   268  32       Yes     Travel_Rarely      1259 Research & Development
## 269   269  33        No Travel_Frequently      1303 Research & Development
## 270   270  30        No     Travel_Rarely      1176 Research & Development
## 271   271  45        No        Non-Travel       589                  Sales
## 272   272  34        No     Travel_Rarely      1130 Research & Development
## 273   273  27        No     Travel_Rarely       728                  Sales
## 274   274  36        No     Travel_Rarely       329                  Sales
## 275   275  55        No     Travel_Rarely       692 Research & Development
## 276   276  56        No     Travel_Rarely       718 Research & Development
## 277   277  22        No     Travel_Rarely       253 Research & Development
## 278   278  43        No Travel_Frequently       185 Research & Development
## 279   279  25       Yes     Travel_Rarely       240                  Sales
## 280   280  55        No     Travel_Rarely      1229 Research & Development
## 281   281  43        No     Travel_Rarely      1179                  Sales
## 282   282  41        No     Travel_Rarely       263 Research & Development
## 283   283  40        No     Travel_Rarely      1194 Research & Development
## 284   284  31        No     Travel_Rarely       691                  Sales
## 285   285  38        No     Travel_Rarely       433        Human Resources
## 286   286  33        No     Travel_Rarely       589 Research & Development
## 287   287  22       Yes     Travel_Rarely       391 Research & Development
## 288   288  34        No     Travel_Rarely      1346 Research & Development
## 289   289  36        No Travel_Frequently      1467                  Sales
## 290   290  35        No     Travel_Rarely       384                  Sales
## 291   291  45        No     Travel_Rarely       974 Research & Development
## 292   292  36        No        Non-Travel      1105 Research & Development
## 293   293  27        No     Travel_Rarely       894 Research & Development
## 294   294  47        No        Non-Travel      1162 Research & Development
## 295   295  40        No     Travel_Rarely       898        Human Resources
## 296   296  35        No     Travel_Rarely      1490 Research & Development
## 297   297  34        No Travel_Frequently      1069 Research & Development
## 298   298  34       Yes Travel_Frequently       658 Research & Development
## 299   299  31       Yes        Non-Travel       335 Research & Development
## 300   300  28       Yes     Travel_Rarely      1157 Research & Development
## 301   301  32        No Travel_Frequently       379                  Sales
## 302   302  35        No Travel_Frequently       853                  Sales
## 303   303  55        No     Travel_Rarely      1441 Research & Development
## 304   304  35        No     Travel_Rarely      1395 Research & Development
## 305   305  58       Yes     Travel_Rarely       289 Research & Development
## 306   306  24        No        Non-Travel      1269 Research & Development
## 307   307  50        No     Travel_Rarely       804 Research & Development
## 308   308  34        No        Non-Travel       697 Research & Development
## 309   309  55        No Travel_Frequently       135 Research & Development
## 310   310  25        No     Travel_Rarely       810                  Sales
## 311   311  34        No     Travel_Rarely      1351 Research & Development
## 312   312  40        No     Travel_Rarely       302 Research & Development
## 313   313  31       Yes Travel_Frequently       561 Research & Development
## 314   314  51        No     Travel_Rarely      1169 Research & Development
## 315   315  60        No     Travel_Rarely      1179                  Sales
## 316   316  47        No     Travel_Rarely       955                  Sales
## 317   317  34        No Travel_Frequently       303                  Sales
## 318   318  24        No     Travel_Rarely       771 Research & Development
## 319   319  39        No     Travel_Rarely      1498                  Sales
## 320   320  19        No     Travel_Rarely       265 Research & Development
## 321   321  32        No        Non-Travel      1184 Research & Development
## 322   322  34        No     Travel_Rarely      1397 Research & Development
## 323   323  30        No Travel_Frequently      1012 Research & Development
## 324   324  46        No     Travel_Rarely      1003 Research & Development
## 325   325  39        No     Travel_Rarely       466 Research & Development
## 326   326  27        No     Travel_Rarely       618 Research & Development
## 327   327  44        No     Travel_Rarely      1313 Research & Development
## 328   328  42        No     Travel_Rarely       557 Research & Development
## 329   329  38        No Travel_Frequently      1394 Research & Development
## 330   330  42        No     Travel_Rarely      1147        Human Resources
## 331   331  49        No     Travel_Rarely       809 Research & Development
## 332   332  32       Yes     Travel_Rarely      1045                  Sales
## 333   333  44       Yes Travel_Frequently       429 Research & Development
## 334   334  27        No     Travel_Rarely       608 Research & Development
## 335   335  59        No        Non-Travel      1420        Human Resources
## 336   336  33       Yes Travel_Frequently       827 Research & Development
## 337   337  35        No Travel_Frequently      1182                  Sales
## 338   338  34        No Travel_Frequently       618 Research & Development
## 339   339  50       Yes Travel_Frequently       959                  Sales
## 340   340  27        No     Travel_Rarely      1240 Research & Development
## 341   341  36        No     Travel_Rarely       852 Research & Development
## 342   342  28        No Travel_Frequently       193 Research & Development
## 343   343  33        No     Travel_Rarely       654 Research & Development
## 344   344  30        No Travel_Frequently       160 Research & Development
## 345   345  30        No     Travel_Rarely      1329                  Sales
## 346   346  39        No     Travel_Rarely       119                  Sales
## 347   347  34        No Travel_Frequently      1003 Research & Development
## 348   348  26        No Travel_Frequently      1479 Research & Development
## 349   349  44        No        Non-Travel       111 Research & Development
## 350   350  56        No     Travel_Rarely       832 Research & Development
## 351   351  42        No     Travel_Rarely      1396 Research & Development
## 352   352  31        No     Travel_Rarely       218                  Sales
## 353   353  40        No Travel_Frequently       902 Research & Development
## 354   354  40        No        Non-Travel      1142 Research & Development
## 355   355  41        No     Travel_Rarely       796                  Sales
## 356   356  34        No     Travel_Rarely      1326                  Sales
## 357   357  26        No     Travel_Rarely       841 Research & Development
## 358   358  29       Yes     Travel_Rarely       408 Research & Development
## 359   359  32        No     Travel_Rarely       427 Research & Development
## 360   360  36        No     Travel_Rarely      1403 Research & Development
## 361   361  52        No     Travel_Rarely       699 Research & Development
## 362   362  29       Yes Travel_Frequently       746                  Sales
## 363   363  52       Yes     Travel_Rarely       266                  Sales
## 364   364  40        No     Travel_Rarely      1416 Research & Development
## 365   365  55        No     Travel_Rarely       282 Research & Development
## 366   366  56        No Travel_Frequently       906                  Sales
## 367   367  34        No Travel_Frequently       135 Research & Development
## 368   368  40        No     Travel_Rarely      1342                  Sales
## 369   369  23        No     Travel_Rarely       977 Research & Development
## 370   370  32        No     Travel_Rarely      1018 Research & Development
## 371   371  31        No Travel_Frequently       853 Research & Development
## 372   372  30        No        Non-Travel      1398                  Sales
## 373   373  45        No Travel_Frequently      1249 Research & Development
## 374   374  37        No     Travel_Rarely      1470 Research & Development
## 375   375  20        No     Travel_Rarely       727                  Sales
## 376   376  50        No Travel_Frequently       333 Research & Development
## 377   377  36       Yes     Travel_Rarely       885 Research & Development
## 378   378  42        No     Travel_Rarely       419                  Sales
## 379   379  29        No     Travel_Rarely       942 Research & Development
## 380   380  30       Yes     Travel_Rarely       138 Research & Development
## 381   381  47        No     Travel_Rarely      1482 Research & Development
## 382   382  26        No     Travel_Rarely      1355        Human Resources
## 383   383  48        No     Travel_Rarely      1221                  Sales
## 384   384  23        No     Travel_Rarely       541                  Sales
## 385   385  51       Yes     Travel_Rarely      1323 Research & Development
## 386   386  38        No     Travel_Rarely      1333 Research & Development
## 387   387  35        No Travel_Frequently       944                  Sales
## 388   388  29        No     Travel_Rarely       232 Research & Development
## 389   389  36        No     Travel_Rarely       530                  Sales
## 390   390  21       Yes Travel_Frequently       756                  Sales
## 391   391  34        No     Travel_Rarely      1111                  Sales
## 392   392  26        No     Travel_Rarely      1443                  Sales
## 393   393  31        No        Non-Travel       976 Research & Development
## 394   394  60        No Travel_Frequently      1499                  Sales
## 395   395  42        No Travel_Frequently      1271 Research & Development
## 396   396  31        No     Travel_Rarely       192 Research & Development
## 397   397  46        No     Travel_Rarely      1009 Research & Development
## 398   398  34       Yes     Travel_Rarely      1107        Human Resources
## 399   399  56        No        Non-Travel       667 Research & Development
## 400   400  44        No Travel_Frequently      1193 Research & Development
## 401   401  30        No     Travel_Rarely       317 Research & Development
## 402   402  42        No        Non-Travel       926 Research & Development
## 403   403  47        No     Travel_Rarely       207 Research & Development
## 404   404  36        No     Travel_Rarely       711 Research & Development
## 405   405  35        No     Travel_Rarely      1343 Research & Development
## 406   406  43        No     Travel_Rarely       782 Research & Development
## 407   407  31        No     Travel_Rarely       196                  Sales
## 408   408  36        No     Travel_Rarely       917 Research & Development
## 409   409  53        No     Travel_Rarely      1219                  Sales
## 410   410  43        No     Travel_Rarely       589 Research & Development
## 411   411  36        No     Travel_Rarely      1278        Human Resources
## 412   412  41        No     Travel_Rarely       918                  Sales
## 413   413  37        No     Travel_Rarely       408 Research & Development
## 414   414  32        No Travel_Frequently      1318                  Sales
## 415   415  34       Yes Travel_Frequently       296                  Sales
## 416   416  35        No        Non-Travel      1180 Research & Development
## 417   417  30        No        Non-Travel      1116 Research & Development
## 418   418  36        No Travel_Frequently       566 Research & Development
## 419   419  37        No     Travel_Rarely       977 Research & Development
## 420   420  29        No     Travel_Rarely       986 Research & Development
## 421   421  34        No     Travel_Rarely      1153 Research & Development
## 422   422  37        No        Non-Travel      1063 Research & Development
## 423   423  31       Yes     Travel_Rarely       249                  Sales
## 424   424  18        No        Non-Travel      1124 Research & Development
## 425   425  28        No     Travel_Rarely       736                  Sales
## 426   426  43        No     Travel_Rarely       415                  Sales
## 427   427  30        No        Non-Travel       990 Research & Development
## 428   428  21        No     Travel_Rarely       996 Research & Development
## 429   429  32       Yes     Travel_Rarely       515 Research & Development
## 430   430  34        No     Travel_Rarely       470 Research & Development
## 431   431  27        No     Travel_Rarely      1377                  Sales
## 432   432  40        No        Non-Travel       458 Research & Development
## 433   433  49       Yes Travel_Frequently      1475 Research & Development
## 434   434  29        No     Travel_Rarely       590 Research & Development
## 435   435  40        No     Travel_Rarely       658                  Sales
## 436   436  27        No     Travel_Rarely      1130                  Sales
## 437   437  28       Yes     Travel_Rarely       890 Research & Development
## 438   438  26        No     Travel_Rarely       157 Research & Development
## 439   439  50       Yes     Travel_Rarely       869                  Sales
## 440   440  38        No     Travel_Rarely       827 Research & Development
## 441   441  32        No Travel_Frequently      1316 Research & Development
## 442   442  29        No     Travel_Rarely      1082 Research & Development
## 443   443  28       Yes     Travel_Rarely       529 Research & Development
## 444   444  44        No     Travel_Rarely       528        Human Resources
## 445   445  46        No     Travel_Rarely       734 Research & Development
## 446   446  47        No     Travel_Rarely       465 Research & Development
## 447   447  38        No Travel_Frequently      1189 Research & Development
## 448   448  42        No     Travel_Rarely      1128 Research & Development
## 449   449  38        No Travel_Frequently       653 Research & Development
## 450   450  45        No        Non-Travel       336                  Sales
## 451   451  33        No     Travel_Rarely       501 Research & Development
## 452   452  44        No     Travel_Rarely      1467 Research & Development
## 453   453  35       Yes     Travel_Rarely       303                  Sales
## 454   454  33        No     Travel_Rarely       217                  Sales
## 455   455  48        No     Travel_Rarely      1236 Research & Development
## 456   456  40        No     Travel_Rarely       611                  Sales
## 457   457  31        No     Travel_Rarely      1112                  Sales
## 458   458  51        No     Travel_Rarely       632                  Sales
## 459   459  56        No     Travel_Rarely      1255 Research & Development
## 460   460  36        No     Travel_Rarely       172 Research & Development
## 461   461  42        No Travel_Frequently      1474 Research & Development
## 462   462  36        No     Travel_Rarely       311 Research & Development
## 463   463  50        No Travel_Frequently       809                  Sales
## 464   464  31        No Travel_Frequently       163 Research & Development
## 465   465  43       Yes Travel_Frequently       807 Research & Development
## 466   466  38        No     Travel_Rarely       371 Research & Development
## 467   467  36        No     Travel_Rarely      1157                  Sales
## 468   468  36        No     Travel_Rarely       132 Research & Development
## 469   469  26       Yes        Non-Travel       265                  Sales
## 470   470  53        No     Travel_Rarely      1084 Research & Development
## 471   471  27        No     Travel_Rarely      1354 Research & Development
## 472   472  29       Yes Travel_Frequently       459 Research & Development
## 473   473  45        No     Travel_Rarely       193 Research & Development
## 474   474  45        No     Travel_Rarely      1316 Research & Development
## 475   475  28        No     Travel_Rarely       895 Research & Development
## 476   476  46        No Travel_Frequently      1211                  Sales
## 477   477  37        No     Travel_Rarely       342                  Sales
## 478   478  26        No     Travel_Rarely       775                  Sales
## 479   479  52        No     Travel_Rarely       258 Research & Development
## 480   480  37        No     Travel_Rarely       161 Research & Development
## 481   481  29        No     Travel_Rarely       136 Research & Development
## 482   482  31        No     Travel_Rarely      1222 Research & Development
## 483   483  34        No Travel_Frequently       735 Research & Development
## 484   484  56        No     Travel_Rarely       713 Research & Development
## 485   485  58       Yes     Travel_Rarely       147 Research & Development
## 486   486  41       Yes     Travel_Rarely      1102                  Sales
## 487   487  30       Yes     Travel_Rarely       945                  Sales
## 488   488  31        No     Travel_Rarely       670 Research & Development
## 489   489  48       Yes     Travel_Rarely       626 Research & Development
## 490   490  34        No     Travel_Rarely       970 Research & Development
## 491   491  49        No Travel_Frequently       636 Research & Development
## 492   492  50        No     Travel_Rarely      1322 Research & Development
## 493   493  29        No     Travel_Rarely       469                  Sales
## 494   494  35        No     Travel_Rarely      1029 Research & Development
## 495   495  36        No     Travel_Rarely      1266                  Sales
## 496   496  51        No     Travel_Rarely      1318                  Sales
## 497   497  45        No     Travel_Rarely       192 Research & Development
## 498   498  37        No Travel_Frequently       889 Research & Development
## 499   499  36        No     Travel_Rarely      1299 Research & Development
## 500   500  39        No        Non-Travel      1251                  Sales
## 501   501  58       Yes     Travel_Rarely       601 Research & Development
## 502   502  28       Yes     Travel_Rarely       103 Research & Development
## 503   503  48       Yes Travel_Frequently       708                  Sales
## 504   504  29        No     Travel_Rarely      1389 Research & Development
## 505   505  47        No     Travel_Rarely       359 Research & Development
## 506   506  32        No     Travel_Rarely       824 Research & Development
## 507   507  33       Yes     Travel_Rarely       350                  Sales
## 508   508  51        No Travel_Frequently       541                  Sales
## 509   509  37        No Travel_Frequently       319                  Sales
## 510   510  41       Yes     Travel_Rarely      1360 Research & Development
## 511   511  38        No     Travel_Rarely       345                  Sales
## 512   512  39        No        Non-Travel      1485 Research & Development
## 513   513  32        No Travel_Frequently       585 Research & Development
## 514   514  33        No Travel_Frequently       515 Research & Development
## 515   515  21        No        Non-Travel       895                  Sales
## 516   516  51        No     Travel_Rarely      1302 Research & Development
## 517   517  25       Yes     Travel_Rarely       867                  Sales
## 518   518  42        No     Travel_Rarely       855 Research & Development
## 519   519  30        No     Travel_Rarely      1138 Research & Development
## 520   520  56       Yes     Travel_Rarely      1162 Research & Development
## 521   521  34        No Travel_Frequently       702 Research & Development
## 522   522  28       Yes     Travel_Rarely       329 Research & Development
## 523   523  45        No     Travel_Rarely      1339 Research & Development
## 524   524  49        No     Travel_Rarely      1245 Research & Development
## 525   525  59        No     Travel_Rarely       142 Research & Development
## 526   526  53        No Travel_Frequently       124                  Sales
## 527   527  45        No     Travel_Rarely      1268                  Sales
## 528   528  31        No     Travel_Rarely      1332 Research & Development
## 529   529  35        No     Travel_Rarely      1214 Research & Development
## 530   530  56       Yes     Travel_Rarely       441 Research & Development
## 531   531  38        No     Travel_Rarely       330 Research & Development
## 532   532  36        No     Travel_Rarely       884                  Sales
## 533   533  29        No     Travel_Rarely      1252 Research & Development
## 534   534  32        No        Non-Travel      1146 Research & Development
## 535   535  29       Yes     Travel_Rarely       318 Research & Development
## 536   536  43        No        Non-Travel      1344 Research & Development
## 537   537  38        No     Travel_Rarely       130                  Sales
## 538   538  42        No     Travel_Rarely       544        Human Resources
## 539   539  24       Yes     Travel_Rarely      1448                  Sales
## 540   540  42        No     Travel_Rarely       647                  Sales
## 541   541  30        No     Travel_Rarely       853 Research & Development
## 542   542  33        No     Travel_Rarely       867 Research & Development
## 543   543  27        No        Non-Travel      1450 Research & Development
## 544   544  38        No     Travel_Rarely      1261 Research & Development
## 545   545  34        No     Travel_Rarely       121 Research & Development
## 546   546  34        No     Travel_Rarely       678 Research & Development
## 547   547  49        No     Travel_Rarely       527 Research & Development
## 548   548  40        No Travel_Frequently       720 Research & Development
## 549   549  38        No     Travel_Rarely       849 Research & Development
## 550   550  45        No     Travel_Rarely       788        Human Resources
## 551   551  41        No     Travel_Rarely       314        Human Resources
## 552   552  28        No     Travel_Rarely      1169        Human Resources
## 553   553  36        No Travel_Frequently      1213        Human Resources
## 554   554  48        No     Travel_Rarely      1469 Research & Development
## 555   555  40        No        Non-Travel      1151 Research & Development
## 556   556  37        No     Travel_Rarely       558                  Sales
## 557   557  54        No     Travel_Rarely       548 Research & Development
## 558   558  34        No     Travel_Rarely       254 Research & Development
## 559   559  42        No     Travel_Rarely       933 Research & Development
## 560   560  26        No     Travel_Rarely       933                  Sales
## 561   561  36        No Travel_Frequently      1480 Research & Development
## 562   562  58        No Travel_Frequently      1216 Research & Development
## 563   563  27        No     Travel_Rarely      1134 Research & Development
## 564   564  31        No        Non-Travel       697 Research & Development
## 565   565  30        No     Travel_Rarely       921 Research & Development
## 566   566  44        No     Travel_Rarely      1037 Research & Development
## 567   567  32        No     Travel_Rarely       128 Research & Development
## 568   568  30       Yes     Travel_Rarely       740                  Sales
## 569   569  42        No     Travel_Rarely       462                  Sales
## 570   570  50        No     Travel_Rarely       939 Research & Development
## 571   571  41        No     Travel_Rarely       337                  Sales
## 572   572  21       Yes     Travel_Rarely      1427 Research & Development
## 573   573  28        No Travel_Frequently       783                  Sales
## 574   574  34        No     Travel_Rarely       810                  Sales
## 575   575  26        No     Travel_Rarely       703                  Sales
## 576   576  37        No     Travel_Rarely      1115 Research & Development
## 577   577  38        No     Travel_Rarely      1404                  Sales
## 578   578  44        No        Non-Travel       981 Research & Development
## 579   579  39        No Travel_Frequently       711 Research & Development
## 580   580  29        No     Travel_Rarely      1329 Research & Development
## 581   581  25        No     Travel_Rarely       882 Research & Development
## 582   582  42        No     Travel_Rarely       810 Research & Development
## 583   583  38        No     Travel_Rarely       833 Research & Development
## 584   584  28        No     Travel_Rarely       760                  Sales
## 585   585  44        No     Travel_Rarely      1459 Research & Development
## 586   586  40        No     Travel_Rarely       905 Research & Development
## 587   587  38        No        Non-Travel       573 Research & Development
## 588   588  36       Yes     Travel_Rarely      1218                  Sales
## 589   589  37        No     Travel_Rarely      1462 Research & Development
## 590   590  35        No     Travel_Rarely      1142 Research & Development
## 591   591  22        No        Non-Travel       457 Research & Development
## 592   592  34       Yes     Travel_Rarely       790                  Sales
## 593   593  28       Yes Travel_Frequently      1496                  Sales
## 594   594  49        No     Travel_Rarely       722 Research & Development
## 595   595  40        No     Travel_Rarely       884 Research & Development
## 596   596  33        No     Travel_Rarely       586                  Sales
## 597   597  35        No     Travel_Rarely       672 Research & Development
## 598   598  40        No     Travel_Rarely       555 Research & Development
## 599   599  27        No     Travel_Rarely       155 Research & Development
## 600   600  24       Yes     Travel_Rarely       813 Research & Development
## 601   601  24        No        Non-Travel       830                  Sales
## 602   602  32        No        Non-Travel      1200 Research & Development
## 603   603  30        No     Travel_Rarely       153 Research & Development
## 604   604  29        No     Travel_Rarely      1401 Research & Development
## 605   605  29       Yes     Travel_Rarely       428                  Sales
## 606   606  53        No     Travel_Rarely       970 Research & Development
## 607   607  59        No Travel_Frequently      1225                  Sales
## 608   608  38        No     Travel_Rarely       322                  Sales
## 609   609  26        No     Travel_Rarely       652 Research & Development
## 610   610  33        No        Non-Travel      1038                  Sales
## 611   611  35        No     Travel_Rarely       817 Research & Development
## 612   612  41        No        Non-Travel       509 Research & Development
## 613   613  33       Yes     Travel_Rarely       465 Research & Development
## 614   614  19       Yes     Travel_Rarely       419                  Sales
## 615   615  30        No     Travel_Rarely       231                  Sales
## 616   616  34        No     Travel_Rarely      1157 Research & Development
## 617   617  33        No     Travel_Rarely      1099 Research & Development
## 618   618  44        No     Travel_Rarely      1488                  Sales
## 619   619  39        No     Travel_Rarely       613 Research & Development
## 620   620  35        No        Non-Travel       727 Research & Development
## 621   621  20       Yes Travel_Frequently       871 Research & Development
## 622   622  47        No Travel_Frequently      1379 Research & Development
## 623   623  34        No     Travel_Rarely       182 Research & Development
## 624   624  35        No     Travel_Rarely      1146        Human Resources
## 625   625  28       Yes Travel_Frequently       289 Research & Development
## 626   626  27        No     Travel_Rarely      1167 Research & Development
## 627   627  24        No     Travel_Rarely      1476                  Sales
## 628   628  38        No     Travel_Rarely       343 Research & Development
## 629   629  55        No Travel_Frequently      1091 Research & Development
## 630   630  34        No     Travel_Rarely      1442 Research & Development
## 631   631  55        No     Travel_Rarely       836 Research & Development
## 632   632  34        No     Travel_Rarely       937                  Sales
## 633   633  38        No     Travel_Rarely      1035                  Sales
## 634   634  36        No     Travel_Rarely       922 Research & Development
## 635   635  43        No     Travel_Rarely      1001 Research & Development
## 636   636  35        No Travel_Frequently       636 Research & Development
## 637   637  42        No     Travel_Rarely       469 Research & Development
## 638   638  34        No     Travel_Rarely      1239                  Sales
## 639   639  24        No     Travel_Rarely       691 Research & Development
## 640   640  27       Yes     Travel_Rarely      1420                  Sales
## 641   641  30        No     Travel_Rarely      1358 Research & Development
## 642   642  40        No     Travel_Rarely       750 Research & Development
## 643   643  55        No        Non-Travel       444 Research & Development
## 644   644  34       Yes        Non-Travel       967 Research & Development
## 645   645  41       Yes        Non-Travel       906 Research & Development
## 646   646  40        No     Travel_Rarely       630                  Sales
## 647   647  18       Yes        Non-Travel       247 Research & Development
## 648   648  26        No     Travel_Rarely       390 Research & Development
## 649   649  35        No     Travel_Rarely       776                  Sales
## 650   650  40       Yes     Travel_Rarely      1329 Research & Development
## 651   651  35        No     Travel_Rarely       992 Research & Development
## 652   652  60        No     Travel_Rarely       696                  Sales
## 653   653  40        No Travel_Frequently       593 Research & Development
## 654   654  48        No     Travel_Rarely       530                  Sales
## 655   655  22       Yes Travel_Frequently      1368 Research & Development
## 656   656  26        No Travel_Frequently       496 Research & Development
## 657   657  51        No     Travel_Rarely      1469 Research & Development
## 658   658  54        No Travel_Frequently      1050 Research & Development
## 659   659  41        No     Travel_Rarely       483 Research & Development
## 660   660  36        No Travel_Frequently      1195 Research & Development
## 661   661  32        No Travel_Frequently       430 Research & Development
## 662   662  34        No     Travel_Rarely      1303 Research & Development
## 663   663  46        No     Travel_Rarely      1277                  Sales
## 664   664  35        No     Travel_Rarely       802 Research & Development
## 665   665  34        No        Non-Travel      1065                  Sales
## 666   666  29        No Travel_Frequently       461 Research & Development
## 667   667  29        No Travel_Frequently      1413                  Sales
## 668   668  33       Yes     Travel_Rarely       587 Research & Development
## 669   669  32       Yes     Travel_Rarely      1089 Research & Development
## 670   670  54        No     Travel_Rarely       685 Research & Development
## 671   671  37        No     Travel_Rarely       397 Research & Development
## 672   672  33        No     Travel_Rarely       392                  Sales
## 673   673  28        No Travel_Frequently       467                  Sales
## 674   674  35       Yes Travel_Frequently       130 Research & Development
## 675   675  27        No     Travel_Rarely       486 Research & Development
## 676   676  46        No     Travel_Rarely       168                  Sales
## 677   677  36        No     Travel_Rarely       676 Research & Development
## 678   678  40        No Travel_Frequently       692 Research & Development
## 679   679  36        No Travel_Frequently       688 Research & Development
## 680   680  31        No     Travel_Rarely       154                  Sales
## 681   681  25        No     Travel_Rarely       583                  Sales
## 682   682  43        No Travel_Frequently       313 Research & Development
## 683   683  36        No     Travel_Rarely      1351 Research & Development
## 684   684  57        No     Travel_Rarely       334 Research & Development
## 685   685  28        No     Travel_Rarely       440 Research & Development
## 686   686  31        No     Travel_Rarely      1274 Research & Development
## 687   687  29       Yes Travel_Frequently       337 Research & Development
## 688   688  33        No     Travel_Rarely       147 Research & Development
## 689   689  19       Yes     Travel_Rarely       303 Research & Development
## 690   690  38        No        Non-Travel      1336        Human Resources
## 691   691  38        No Travel_Frequently       888        Human Resources
## 692   692  47       Yes        Non-Travel       666 Research & Development
## 693   693  42        No     Travel_Rarely      1332 Research & Development
## 694   694  30       Yes Travel_Frequently       464 Research & Development
## 695   695  37        No Travel_Frequently      1278                  Sales
## 696   696  47        No     Travel_Rarely      1454                  Sales
## 697   697  48        No Travel_Frequently       365 Research & Development
## 698   698  36        No     Travel_Rarely      1396 Research & Development
## 699   699  18       Yes Travel_Frequently       544                  Sales
## 700   700  46        No     Travel_Rarely      1450 Research & Development
## 701   701  29        No     Travel_Rarely       352        Human Resources
## 702   702  34        No     Travel_Rarely      1400                  Sales
## 703   703  35        No        Non-Travel      1212                  Sales
## 704   704  26       Yes     Travel_Rarely       920        Human Resources
## 705   705  59        No     Travel_Rarely       818        Human Resources
## 706   706  41        No        Non-Travel       267                  Sales
## 707   707  54        No     Travel_Rarely       431 Research & Development
## 708   708  31        No     Travel_Rarely      1398        Human Resources
## 709   709  38        No     Travel_Rarely      1153 Research & Development
## 710   710  50        No        Non-Travel       881 Research & Development
## 711   711  30        No     Travel_Rarely       634 Research & Development
## 712   712  57        No     Travel_Rarely       210                  Sales
## 713   713  48        No     Travel_Rarely       969 Research & Development
## 714   714  36        No Travel_Frequently       541                  Sales
## 715   715  36        No        Non-Travel      1434                  Sales
## 716   716  24       Yes     Travel_Rarely       240        Human Resources
## 717   717  30        No     Travel_Rarely       852                  Sales
## 718   718  28        No     Travel_Rarely       857 Research & Development
## 719   719  35       Yes Travel_Frequently       880                  Sales
## 720   720  28        No     Travel_Rarely       950 Research & Development
## 721   721  37        No     Travel_Rarely       482 Research & Development
## 722   722  37        No     Travel_Rarely       671 Research & Development
## 723   723  34        No Travel_Frequently       560 Research & Development
## 724   724  36        No     Travel_Rarely       796 Research & Development
## 725   725  42        No     Travel_Rarely      1142 Research & Development
## 726   726  25        No     Travel_Rarely       685 Research & Development
## 727   727  37        No Travel_Frequently      1231                  Sales
## 728   728  34        No Travel_Frequently       878 Research & Development
## 729   729  26       Yes     Travel_Rarely       471 Research & Development
## 730   730  22        No     Travel_Rarely       594 Research & Development
## 731   731  43        No     Travel_Rarely       177 Research & Development
## 732   732  39       Yes     Travel_Rarely      1162                  Sales
## 733   733  27       Yes Travel_Frequently      1337        Human Resources
## 734   734  32       Yes        Non-Travel      1474                  Sales
## 735   735  34        No     Travel_Rarely       479 Research & Development
## 736   736  27        No     Travel_Rarely       511                  Sales
## 737   737  39        No     Travel_Rarely       722                  Sales
## 738   738  59        No     Travel_Rarely       326                  Sales
## 739   739  35        No     Travel_Rarely      1219                  Sales
## 740   740  35        No     Travel_Rarely       538 Research & Development
## 741   741  25        No     Travel_Rarely       959                  Sales
## 742   742  31        No     Travel_Rarely       688                  Sales
## 743   743  37        No     Travel_Rarely       674 Research & Development
## 744   744  23        No     Travel_Rarely       160 Research & Development
## 745   745  25        No     Travel_Rarely      1382                  Sales
## 746   746  24        No     Travel_Rarely       350 Research & Development
## 747   747  29       Yes     Travel_Rarely       350        Human Resources
## 748   748  34        No Travel_Frequently       669 Research & Development
## 749   749  24        No     Travel_Rarely       506 Research & Development
## 750   750  33        No     Travel_Rarely       134 Research & Development
## 751   751  20       Yes Travel_Frequently       769                  Sales
## 752   752  31       Yes Travel_Frequently      1060                  Sales
## 753   753  50        No Travel_Frequently      1234 Research & Development
## 754   754  46       Yes     Travel_Rarely      1254                  Sales
## 755   755  54        No     Travel_Rarely      1217 Research & Development
## 756   756  44        No        Non-Travel       381 Research & Development
## 757   757  35        No     Travel_Rarely      1137 Research & Development
## 758   758  49        No     Travel_Rarely      1495 Research & Development
## 759   759  38        No     Travel_Rarely      1495 Research & Development
## 760   760  45       Yes     Travel_Rarely      1449                  Sales
## 761   761  29       Yes     Travel_Rarely       906 Research & Development
## 762   762  47        No     Travel_Rarely       202 Research & Development
## 763   763  41        No        Non-Travel       256                  Sales
## 764   764  50        No        Non-Travel       145                  Sales
## 765   765  34        No     Travel_Rarely       829        Human Resources
## 766   766  45        No     Travel_Rarely      1015 Research & Development
## 767   767  41        No     Travel_Rarely       509 Research & Development
## 768   768  40        No        Non-Travel      1094                  Sales
## 769   769  46        No     Travel_Rarely       150 Research & Development
## 770   770  45        No        Non-Travel      1050                  Sales
## 771   771  33        No Travel_Frequently       508                  Sales
## 772   772  46        No     Travel_Rarely       526                  Sales
## 773   773  39        No Travel_Frequently       505 Research & Development
## 774   774  36       Yes     Travel_Rarely       318 Research & Development
## 775   775  42        No Travel_Frequently       288 Research & Development
## 776   776  23        No     Travel_Rarely       310 Research & Development
## 777   777  30        No     Travel_Rarely       330        Human Resources
## 778   778  32        No        Non-Travel       862                  Sales
## 779   779  26        No        Non-Travel       786 Research & Development
## 780   780  29       Yes     Travel_Rarely      1092 Research & Development
## 781   781  41       Yes     Travel_Rarely      1356                  Sales
## 782   782  39        No     Travel_Rarely       408 Research & Development
## 783   783  33        No     Travel_Rarely      1075        Human Resources
## 784   784  33        No Travel_Frequently      1146                  Sales
## 785   785  47        No        Non-Travel       543                  Sales
## 786   786  31        No     Travel_Rarely       182 Research & Development
## 787   787  51        No     Travel_Rarely       942 Research & Development
## 788   788  52       Yes     Travel_Rarely       723 Research & Development
## 789   789  55        No     Travel_Rarely       478 Research & Development
## 790   790  25        No     Travel_Rarely       266 Research & Development
## 791   791  49        No     Travel_Rarely       271 Research & Development
## 792   792  34        No     Travel_Rarely       629 Research & Development
## 793   793  38        No     Travel_Rarely       397 Research & Development
## 794   794  36        No     Travel_Rarely      1223 Research & Development
## 795   795  49        No        Non-Travel      1002 Research & Development
## 796   796  33       Yes Travel_Frequently      1076 Research & Development
## 797   797  45        No     Travel_Rarely      1385 Research & Development
## 798   798  22       Yes     Travel_Rarely      1294 Research & Development
## 799   799  19       Yes        Non-Travel       504 Research & Development
## 800   800  36        No     Travel_Rarely      1040 Research & Development
## 801   801  33        No Travel_Frequently      1141                  Sales
## 802   802  31        No     Travel_Rarely       828                  Sales
## 803   803  39        No     Travel_Rarely       117 Research & Development
## 804   804  35       Yes     Travel_Rarely      1204                  Sales
## 805   805  44        No        Non-Travel       489 Research & Development
## 806   806  36        No     Travel_Rarely      1383 Research & Development
## 807   807  25        No     Travel_Rarely      1372                  Sales
## 808   808  22        No     Travel_Rarely      1256 Research & Development
## 809   809  30        No     Travel_Rarely       793 Research & Development
## 810   810  27        No     Travel_Rarely      1157 Research & Development
## 811   811  30        No        Non-Travel       111 Research & Development
## 812   812  25        No     Travel_Rarely       949 Research & Development
## 813   813  24        No     Travel_Rarely      1371                  Sales
## 814   814  47        No     Travel_Rarely      1176        Human Resources
## 815   815  38        No     Travel_Rarely       395                  Sales
## 816   816  33        No     Travel_Rarely       117 Research & Development
## 817   817  30        No     Travel_Rarely       946 Research & Development
## 818   818  33        No     Travel_Rarely       213 Research & Development
## 819   819  30        No     Travel_Rarely      1427 Research & Development
## 820   820  28       Yes     Travel_Rarely      1475                  Sales
## 821   821  32        No     Travel_Rarely       634 Research & Development
## 822   822  29        No     Travel_Rarely      1247                  Sales
## 823   823  34        No     Travel_Rarely       704                  Sales
## 824   824  31       Yes Travel_Frequently       874 Research & Development
## 825   825  36        No     Travel_Rarely       559 Research & Development
## 826   826  46        No     Travel_Rarely       430 Research & Development
## 827   827  31       Yes     Travel_Rarely      1079                  Sales
## 828   828  34        No     Travel_Rarely       131                  Sales
## 829   829  38        No Travel_Frequently       594 Research & Development
## 830   830  50        No Travel_Frequently      1246        Human Resources
## 831   831  45        No        Non-Travel       248 Research & Development
## 832   832  19       Yes     Travel_Rarely       528                  Sales
## 833   833  28        No     Travel_Rarely      1179 Research & Development
## 834   834  19        No     Travel_Rarely       645 Research & Development
## 835   835  55        No        Non-Travel       177 Research & Development
## 836   836  37        No        Non-Travel       142                  Sales
## 837   837  37        No     Travel_Rarely      1439 Research & Development
## 838   838  34        No     Travel_Rarely       258                  Sales
## 839   839  47        No     Travel_Rarely      1001 Research & Development
## 840   840  48        No     Travel_Rarely      1224 Research & Development
## 841   841  18       Yes     Travel_Rarely       230 Research & Development
## 842   842  29        No     Travel_Rarely       332        Human Resources
## 843   843  52        No Travel_Frequently       890 Research & Development
## 844   844  34        No     Travel_Rarely       943 Research & Development
## 845   845  34        No     Travel_Rarely       511                  Sales
## 846   846  28        No     Travel_Rarely      1300 Research & Development
## 847   847  19        No     Travel_Rarely      1181 Research & Development
## 848   848  39        No     Travel_Rarely      1132 Research & Development
## 849   849  40       Yes     Travel_Rarely       575                  Sales
## 850   850  26        No Travel_Frequently      1096 Research & Development
## 851   851  31       Yes     Travel_Rarely       542                  Sales
## 852   852  30        No     Travel_Rarely       125 Research & Development
## 853   853  29        No     Travel_Rarely       153 Research & Development
## 854   854  28        No     Travel_Rarely      1476 Research & Development
## 855   855  35        No     Travel_Rarely       219 Research & Development
## 856   856  35        No     Travel_Rarely       660                  Sales
## 857   857  30       Yes     Travel_Rarely      1005 Research & Development
## 858   858  31        No Travel_Frequently       798 Research & Development
## 859   859  41        No     Travel_Rarely       933 Research & Development
## 860   860  44       Yes     Travel_Rarely       621 Research & Development
## 861   861  51        No Travel_Frequently       968 Research & Development
## 862   862  43        No     Travel_Rarely       531                  Sales
## 863   863  34       Yes        Non-Travel      1362                  Sales
## 864   864  47        No Travel_Frequently       217                  Sales
## 865   865  45        No     Travel_Rarely      1448 Research & Development
## 866   866  48        No     Travel_Rarely       855 Research & Development
## 867   867  32        No        Non-Travel       976                  Sales
## 868   868  47        No     Travel_Rarely       571                  Sales
## 869   869  45        No     Travel_Rarely      1457 Research & Development
## 870   870  35        No Travel_Frequently       138 Research & Development
## 871  1171  35      <NA>     Travel_Rarely       750 Research & Development
## 872  1172  33      <NA>     Travel_Rarely       147        Human Resources
## 873  1173  26      <NA>     Travel_Rarely      1330 Research & Development
## 874  1174  55      <NA>     Travel_Rarely      1311 Research & Development
## 875  1175  29      <NA>     Travel_Rarely      1246                  Sales
## 876  1176  51      <NA> Travel_Frequently      1456 Research & Development
## 877  1177  52      <NA>        Non-Travel       585                  Sales
## 878  1178  39      <NA>     Travel_Rarely      1387 Research & Development
## 879  1179  31      <NA>     Travel_Rarely      1062 Research & Development
## 880  1180  31      <NA> Travel_Frequently       534 Research & Development
## 881  1181  40      <NA> Travel_Frequently      1469 Research & Development
## 882  1182  31      <NA>     Travel_Rarely      1082 Research & Development
## 883  1183  33      <NA>        Non-Travel       775 Research & Development
## 884  1184  50      <NA>     Travel_Rarely       691 Research & Development
## 885  1185  33      <NA>     Travel_Rarely       516 Research & Development
## 886  1186  42      <NA>        Non-Travel       335 Research & Development
## 887  1187  33      <NA>     Travel_Rarely       575 Research & Development
## 888  1188  29      <NA>     Travel_Rarely       694 Research & Development
## 889  1189  55      <NA>     Travel_Rarely       436                  Sales
## 890  1190  49      <NA>     Travel_Rarely      1184                  Sales
## 891  1191  32      <NA>     Travel_Rarely       267 Research & Development
## 892  1192  50      <NA>     Travel_Rarely      1126 Research & Development
## 893  1193  54      <NA>     Travel_Rarely       157 Research & Development
## 894  1194  24      <NA> Travel_Frequently       897        Human Resources
## 895  1195  45      <NA>     Travel_Rarely      1038 Research & Development
## 896  1196  36      <NA>        Non-Travel       635                  Sales
## 897  1197  41      <NA>        Non-Travel       552        Human Resources
## 898  1198  21      <NA>     Travel_Rarely      1343                  Sales
## 899  1199  36      <NA>     Travel_Rarely       335                  Sales
## 900  1200  30      <NA> Travel_Frequently       109 Research & Development
## 901  1201  35      <NA> Travel_Frequently       146 Research & Development
## 902  1202  46      <NA>     Travel_Rarely       717 Research & Development
## 903  1203  39      <NA>     Travel_Rarely       903                  Sales
## 904  1204  35      <NA>     Travel_Rarely       185 Research & Development
## 905  1205  21      <NA>     Travel_Rarely      1334 Research & Development
## 906  1206  30      <NA>     Travel_Rarely      1358                  Sales
## 907  1207  42      <NA> Travel_Frequently       555                  Sales
## 908  1208  45      <NA> Travel_Frequently      1297 Research & Development
## 909  1209  39      <NA> Travel_Frequently       672 Research & Development
## 910  1210  48      <NA>     Travel_Rarely       715 Research & Development
## 911  1211  38      <NA>     Travel_Rarely       364 Research & Development
## 912  1212  21      <NA>     Travel_Rarely       546 Research & Development
## 913  1213  55      <NA>     Travel_Rarely       836 Research & Development
## 914  1214  59      <NA>     Travel_Rarely      1429 Research & Development
## 915  1215  58      <NA>     Travel_Rarely      1145 Research & Development
## 916  1216  49      <NA> Travel_Frequently      1064 Research & Development
## 917  1217  52      <NA>     Travel_Rarely      1490 Research & Development
## 918  1218  37      <NA>     Travel_Rarely       589                  Sales
## 919  1219  37      <NA>        Non-Travel      1413 Research & Development
## 920  1220  26      <NA> Travel_Frequently       921 Research & Development
## 921  1221  52      <NA>     Travel_Rarely       621                  Sales
## 922  1222  33      <NA> Travel_Frequently      1392 Research & Development
## 923  1223  32      <NA>        Non-Travel       300 Research & Development
## 924  1224  51      <NA>     Travel_Rarely      1178                  Sales
## 925  1225  39      <NA>     Travel_Rarely      1329                  Sales
## 926  1226  39      <NA> Travel_Frequently      1218 Research & Development
## 927  1227  33      <NA>     Travel_Rarely       527 Research & Development
## 928  1228  30      <NA>        Non-Travel      1400 Research & Development
## 929  1229  30      <NA>     Travel_Rarely       979                  Sales
## 930  1230  44      <NA>     Travel_Rarely       986 Research & Development
## 931  1231  40      <NA>     Travel_Rarely      1398                  Sales
## 932  1232  31      <NA>     Travel_Rarely       741 Research & Development
## 933  1233  20      <NA>     Travel_Rarely      1097 Research & Development
## 934  1234  42      <NA> Travel_Frequently       481                  Sales
## 935  1235  32      <NA>     Travel_Rarely       495 Research & Development
## 936  1236  33      <NA>     Travel_Rarely       118                  Sales
## 937  1237  53      <NA>     Travel_Rarely       102 Research & Development
## 938  1238  33      <NA> Travel_Frequently      1111                  Sales
## 939  1239  24      <NA> Travel_Frequently       535                  Sales
## 940  1240  42      <NA>     Travel_Rarely       603 Research & Development
## 941  1241  35      <NA>     Travel_Rarely       755 Research & Development
## 942  1242  44      <NA>     Travel_Rarely       200 Research & Development
## 943  1243  54      <NA>     Travel_Rarely       376 Research & Development
## 944  1244  37      <NA>     Travel_Rarely       783 Research & Development
## 945  1245  43      <NA> Travel_Frequently       422 Research & Development
## 946  1246  28      <NA>     Travel_Rarely       640 Research & Development
## 947  1247  57      <NA>     Travel_Rarely       593 Research & Development
## 948  1248  30      <NA> Travel_Frequently      1312 Research & Development
## 949  1249  36      <NA> Travel_Frequently       469 Research & Development
## 950  1250  36      <NA>     Travel_Rarely      1041        Human Resources
## 951  1251  34      <NA>     Travel_Rarely       285 Research & Development
## 952  1252  34      <NA>     Travel_Rarely       216                  Sales
## 953  1253  41      <NA>     Travel_Rarely      1411 Research & Development
## 954  1254  34      <NA> Travel_Frequently       648        Human Resources
## 955  1255  55      <NA>     Travel_Rarely       147 Research & Development
## 956  1256  52      <NA> Travel_Frequently       322 Research & Development
## 957  1257  34      <NA>     Travel_Rarely       419 Research & Development
## 958  1258  52      <NA>        Non-Travel       771                  Sales
## 959  1259  49      <NA>     Travel_Rarely      1261 Research & Development
## 960  1260  26      <NA>     Travel_Rarely      1146                  Sales
## 961  1261  44      <NA>     Travel_Rarely       921 Research & Development
## 962  1262  39      <NA>        Non-Travel       792 Research & Development
## 963  1263  27      <NA>     Travel_Rarely      1054 Research & Development
## 964  1264  50      <NA> Travel_Frequently      1115 Research & Development
## 965  1265  40      <NA>     Travel_Rarely       118                  Sales
## 966  1266  39      <NA> Travel_Frequently       766                  Sales
## 967  1267  60      <NA>     Travel_Rarely       370 Research & Development
## 968  1268  39      <NA>     Travel_Rarely       867 Research & Development
## 969  1269  29      <NA>     Travel_Rarely       992 Research & Development
## 970  1270  31      <NA>     Travel_Rarely       202 Research & Development
## 971  1271  41      <NA>     Travel_Rarely       896                  Sales
## 972  1272  30      <NA>        Non-Travel       829 Research & Development
## 973  1273  25      <NA>     Travel_Rarely      1219 Research & Development
## 974  1274  53      <NA>     Travel_Rarely      1070 Research & Development
## 975  1275  30      <NA> Travel_Frequently       448                  Sales
## 976  1276  26      <NA>     Travel_Rarely      1066 Research & Development
## 977  1277  36      <NA> Travel_Frequently      1302 Research & Development
## 978  1278  31      <NA>     Travel_Rarely      1079                  Sales
## 979  1279  37      <NA>     Travel_Rarely       807        Human Resources
## 980  1280  54      <NA>        Non-Travel       142        Human Resources
## 981  1281  35      <NA> Travel_Frequently       662                  Sales
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##      JobInvolvement JobLevel                   JobRole JobSatisfaction
## 1                 3        2           Sales Executive               4
## 2                 2        5         Research Director               3
## 3                 3        3    Manufacturing Director               4
## 4                 3        3           Sales Executive               4
## 5                 3        1        Research Scientist               4
## 6                 3        3    Manufacturing Director               1
## 7                 4        1        Research Scientist               3
## 8                 2        2           Sales Executive               4
## 9                 3        1      Sales Representative               3
## 10                2        2 Healthcare Representative               3
## 11                2        5                   Manager               3
## 12                3        1           Human Resources               4
## 13                3        3    Manufacturing Director               3
## 14                3        1      Sales Representative               2
## 15                3        1           Human Resources               1
## 16                3        2           Sales Executive               3
## 17                3        2    Manufacturing Director               1
## 18                3        2    Manufacturing Director               3
## 19                4        1        Research Scientist               4
## 20                4        2 Healthcare Representative               1
## 21                2        2    Manufacturing Director               2
## 22                4        2           Sales Executive               2
## 23                3        2     Laboratory Technician               3
## 24                3        2           Sales Executive               1
## 25                2        2 Healthcare Representative               4
## 26                3        5                   Manager               2
## 27                3        2           Sales Executive               2
## 28                3        2           Sales Executive               1
## 29                3        3           Sales Executive               1
## 30                3        1        Research Scientist               4
## 31                1        2           Sales Executive               4
## 32                4        1     Laboratory Technician               2
## 33                1        4                   Manager               2
## 34                2        1     Laboratory Technician               3
## 35                2        2    Manufacturing Director               4
## 36                4        1     Laboratory Technician               2
## 37                2        3           Sales Executive               1
## 38                2        2           Sales Executive               1
## 39                3        5                   Manager               2
## 40                4        1      Sales Representative               4
## 41                3        4                   Manager               2
## 42                1        2      Sales Representative               3
## 43                3        1     Laboratory Technician               1
## 44                2        5                   Manager               4
## 45                3        1        Research Scientist               3
## 46                3        1     Laboratory Technician               4
## 47                1        2           Sales Executive               2
## 48                2        3           Sales Executive               3
## 49                3        1      Sales Representative               2
## 50                3        1        Research Scientist               2
## 51                3        1        Research Scientist               1
## 52                3        5         Research Director               1
## 53                4        1        Research Scientist               4
## 54                3        2     Laboratory Technician               2
## 55                3        2    Manufacturing Director               4
## 56                3        1     Laboratory Technician               1
## 57                4        1        Research Scientist               3
## 58                3        1     Laboratory Technician               1
## 59                3        3         Research Director               4
## 60                1        1      Sales Representative               4
## 61                2        3           Sales Executive               4
## 62                3        3 Healthcare Representative               3
## 63                3        1      Sales Representative               3
## 64                3        1        Research Scientist               3
## 65                3        1     Laboratory Technician               2
## 66                4        1        Research Scientist               2
## 67                1        2        Research Scientist               4
## 68                3        1     Laboratory Technician               4
## 69                3        1        Research Scientist               1
## 70                3        1        Research Scientist               4
## 71                3        1        Research Scientist               4
## 72                3        2           Sales Executive               1
## 73                2        2    Manufacturing Director               3
## 74                3        1     Laboratory Technician               4
## 75                3        3           Sales Executive               2
## 76                3        2     Laboratory Technician               4
## 77                2        3           Sales Executive               3
## 78                4        4                   Manager               1
## 79                2        3           Sales Executive               4
## 80                1        1     Laboratory Technician               4
## 81                1        2 Healthcare Representative               2
## 82                3        2    Manufacturing Director               3
## 83                2        2    Manufacturing Director               3
## 84                4        2        Research Scientist               1
## 85                3        2    Manufacturing Director               2
## 86                2        4    Manufacturing Director               4
## 87                3        2           Sales Executive               1
## 88                2        1     Laboratory Technician               2
## 89                3        3           Sales Executive               3
## 90                3        5                   Manager               1
## 91                3        1     Laboratory Technician               4
## 92                2        3           Sales Executive               1
## 93                2        1     Laboratory Technician               3
## 94                3        2 Healthcare Representative               3
## 95                3        5                   Manager               2
## 96                3        2           Sales Executive               3
## 97                3        4                   Manager               2
## 98                2        2 Healthcare Representative               4
## 99                3        1     Laboratory Technician               2
## 100               2        1     Laboratory Technician               2
## 101               3        1     Laboratory Technician               1
## 102               3        3           Sales Executive               4
## 103               3        2           Sales Executive               3
## 104               4        1        Research Scientist               1
## 105               4        4         Research Director               2
## 106               4        1     Laboratory Technician               4
## 107               3        2    Manufacturing Director               3
## 108               4        5                   Manager               2
## 109               3        2 Healthcare Representative               2
## 110               3        1        Research Scientist               1
## 111               2        1        Research Scientist               3
## 112               3        4                   Manager               4
## 113               3        3 Healthcare Representative               2
## 114               3        2 Healthcare Representative               1
## 115               3        2           Sales Executive               1
## 116               3        3           Sales Executive               2
## 117               3        2           Sales Executive               4
## 118               2        2     Laboratory Technician               2
## 119               3        1        Research Scientist               3
## 120               3        2 Healthcare Representative               4
## 121               4        3         Research Director               1
## 122               3        1      Sales Representative               1
## 123               3        3           Sales Executive               1
## 124               2        2           Sales Executive               4
## 125               3        2           Sales Executive               4
## 126               3        2           Sales Executive               4
## 127               1        1        Research Scientist               1
## 128               2        2    Manufacturing Director               4
## 129               2        2        Research Scientist               3
## 130               4        4           Sales Executive               1
## 131               2        2           Sales Executive               2
## 132               3        2           Sales Executive               4
## 133               2        2 Healthcare Representative               4
## 134               3        2    Manufacturing Director               2
## 135               2        2     Laboratory Technician               3
## 136               4        2 Healthcare Representative               2
## 137               2        1     Laboratory Technician               1
## 138               3        3    Manufacturing Director               3
## 139               3        1     Laboratory Technician               1
## 140               3        3           Sales Executive               4
## 141               3        4    Manufacturing Director               2
## 142               3        1        Research Scientist               3
## 143               3        3    Manufacturing Director               3
## 144               3        2           Sales Executive               4
## 145               4        2 Healthcare Representative               3
## 146               3        2           Sales Executive               3
## 147               3        1        Research Scientist               2
## 148               3        2           Sales Executive               1
## 149               3        1     Laboratory Technician               2
## 150               1        2    Manufacturing Director               1
## 151               3        2           Sales Executive               1
## 152               3        2           Sales Executive               4
## 153               2        2           Sales Executive               3
## 154               4        2 Healthcare Representative               2
## 155               3        1     Laboratory Technician               2
## 156               3        2           Sales Executive               3
## 157               3        2           Sales Executive               2
## 158               3        4 Healthcare Representative               4
## 159               3        3    Manufacturing Director               1
## 160               3        3         Research Director               1
## 161               2        2     Laboratory Technician               4
## 162               2        3 Healthcare Representative               1
## 163               3        2           Sales Executive               3
## 164               4        2        Research Scientist               1
## 165               3        3           Sales Executive               2
## 166               2        1      Sales Representative               3
## 167               3        4         Research Director               2
## 168               4        4         Research Director               3
## 169               3        2        Research Scientist               1
## 170               3        1        Research Scientist               4
## 171               3        2           Sales Executive               4
## 172               3        2        Research Scientist               2
## 173               3        3 Healthcare Representative               3
## 174               4        3           Sales Executive               3
## 175               3        4                   Manager               3
## 176               2        1        Research Scientist               2
## 177               3        5                   Manager               1
## 178               3        1        Research Scientist               1
## 179               3        3           Sales Executive               4
## 180               2        2           Sales Executive               4
## 181               2        3    Manufacturing Director               2
## 182               3        2           Sales Executive               1
## 183               4        1        Research Scientist               3
## 184               3        3    Manufacturing Director               2
## 185               3        1     Laboratory Technician               3
## 186               3        1        Research Scientist               4
## 187               4        2    Manufacturing Director               3
## 188               4        4                   Manager               2
## 189               3        5         Research Director               2
## 190               3        2           Sales Executive               3
## 191               3        2        Research Scientist               4
## 192               3        3           Sales Executive               1
## 193               3        2    Manufacturing Director               3
## 194               3        2           Sales Executive               4
## 195               2        1        Research Scientist               4
## 196               3        1        Research Scientist               4
## 197               3        1     Laboratory Technician               4
## 198               2        4           Sales Executive               2
## 199               2        3 Healthcare Representative               4
## 200               2        1     Laboratory Technician               2
## 201               4        4           Sales Executive               2
## 202               3        2        Research Scientist               2
## 203               2        2    Manufacturing Director               3
## 204               1        1        Research Scientist               2
## 205               3        1      Sales Representative               2
## 206               3        1        Research Scientist               1
## 207               1        2           Sales Executive               3
## 208               3        2 Healthcare Representative               1
## 209               3        1        Research Scientist               1
## 210               3        3           Sales Executive               3
## 211               2        4    Manufacturing Director               2
## 212               3        5                   Manager               3
## 213               4        1        Research Scientist               4
## 214               2        2    Manufacturing Director               4
## 215               2        1        Research Scientist               4
## 216               3        1        Research Scientist               3
## 217               3        2 Healthcare Representative               3
## 218               3        4                   Manager               4
## 219               3        1        Research Scientist               3
## 220               3        1        Research Scientist               4
## 221               3        2           Sales Executive               4
## 222               3        2           Sales Executive               1
## 223               3        2           Sales Executive               4
## 224               2        1        Research Scientist               3
## 225               3        1        Research Scientist               4
## 226               3        1     Laboratory Technician               2
## 227               3        1     Laboratory Technician               4
## 228               4        1        Research Scientist               2
## 229               3        2           Sales Executive               3
## 230               2        4 Healthcare Representative               3
## 231               2        2    Manufacturing Director               4
## 232               3        1      Sales Representative               4
## 233               1        4           Sales Executive               3
## 234               3        2           Sales Executive               1
## 235               3        4                   Manager               4
## 236               2        3           Sales Executive               3
## 237               3        5                   Manager               3
## 238               3        2        Research Scientist               4
## 239               3        1           Human Resources               2
## 240               2        3         Research Director               1
## 241               3        3    Manufacturing Director               1
## 242               3        5                   Manager               2
## 243               3        1        Research Scientist               2
## 244               2        1      Sales Representative               1
## 245               2        2    Manufacturing Director               4
## 246               2        1     Laboratory Technician               4
## 247               3        3    Manufacturing Director               4
## 248               2        1      Sales Representative               2
## 249               3        2        Research Scientist               4
## 250               3        4                   Manager               1
## 251               2        1     Laboratory Technician               3
## 252               3        2           Sales Executive               4
## 253               2        1        Research Scientist               3
## 254               4        1           Human Resources               1
## 255               2        3         Research Director               2
## 256               3        1        Research Scientist               3
## 257               3        1      Sales Representative               2
## 258               3        2           Sales Executive               1
## 259               3        3           Sales Executive               4
## 260               3        1     Laboratory Technician               3
## 261               2        1      Sales Representative               4
## 262               2        1        Research Scientist               1
## 263               3        1     Laboratory Technician               4
## 264               3        1      Sales Representative               4
## 265               3        1     Laboratory Technician               3
## 266               4        1     Laboratory Technician               2
## 267               3        4         Research Director               1
## 268               3        1     Laboratory Technician               2
## 269               3        2 Healthcare Representative               3
## 270               3        2    Manufacturing Director               1
## 271               3        2           Sales Executive               3
## 272               3        2        Research Scientist               2
## 273               2        2      Sales Representative               3
## 274               2        2           Sales Executive               1
## 275               4        5         Research Director               2
## 276               3        5                   Manager               1
## 277               3        1        Research Scientist               2
## 278               3        1     Laboratory Technician               4
## 279               2        2           Sales Executive               3
## 280               3        2 Healthcare Representative               3
## 281               3        2           Sales Executive               4
## 282               3        1     Laboratory Technician               1
## 283               3        2 Healthcare Representative               4
## 284               3        2           Sales Executive               4
## 285               4        1           Human Resources               3
## 286               3        2     Laboratory Technician               3
## 287               3        1        Research Scientist               2
## 288               3        1     Laboratory Technician               4
## 289               3        3           Sales Executive               4
## 290               3        1      Sales Representative               4
## 291               3        1     Laboratory Technician               4
## 292               3        2     Laboratory Technician               2
## 293               3        1        Research Scientist               2
## 294               3        3         Research Director               2
## 295               3        4                   Manager               4
## 296               3        1     Laboratory Technician               3
## 297               2        2    Manufacturing Director               3
## 298               1        2     Laboratory Technician               3
## 299               2        1        Research Scientist               1
## 300               1        1        Research Scientist               4
## 301               3        2           Sales Executive               2
## 302               3        3           Sales Executive               1
## 303               2        1        Research Scientist               2
## 304               3        2        Research Scientist               3
## 305               3        1        Research Scientist               3
## 306               2        1     Laboratory Technician               4
## 307               3        1     Laboratory Technician               4
## 308               2        1        Research Scientist               4
## 309               3        2 Healthcare Representative               2
## 310               4        2           Sales Executive               2
## 311               3        2        Research Scientist               4
## 312               3        4    Manufacturing Director               3
## 313               3        1        Research Scientist               3
## 314               2        2    Manufacturing Director               3
## 315               3        2           Sales Executive               1
## 316               3        2           Sales Executive               4
## 317               3        1      Sales Representative               3
## 318               2        2 Healthcare Representative               3
## 319               2        2           Sales Executive               4
## 320               4        1        Research Scientist               4
## 321               2        1     Laboratory Technician               2
## 322               3        1        Research Scientist               4
## 323               2        1        Research Scientist               4
## 324               2        2        Research Scientist               1
## 325               2        4    Manufacturing Director               4
## 326               3        1        Research Scientist               3
## 327               3        5         Research Director               4
## 328               3        2        Research Scientist               1
## 329               2        2        Research Scientist               2
## 330               3        4                   Manager               1
## 331               3        4                   Manager               3
## 332               1        3           Sales Executive               4
## 333               3        1        Research Scientist               2
## 334               3        3    Manufacturing Director               1
## 335               2        5                   Manager               4
## 336               2        2        Research Scientist               3
## 337               3        2           Sales Executive               4
## 338               3        2 Healthcare Representative               4
## 339               3        2           Sales Executive               3
## 340               3        1     Laboratory Technician               1
## 341               2        1        Research Scientist               1
## 342               2        1     Laboratory Technician               4
## 343               2        3 Healthcare Representative               4
## 344               3        1        Research Scientist               3
## 345               3        2           Sales Executive               1
## 346               3        4           Sales Executive               1
## 347               3        2    Manufacturing Director               3
## 348               3        2    Manufacturing Director               2
## 349               1        1        Research Scientist               3
## 350               3        4 Healthcare Representative               4
## 351               3        3         Research Director               1
## 352               4        2           Sales Executive               4
## 353               2        2        Research Scientist               4
## 354               3        2 Healthcare Representative               4
## 355               3        3           Sales Executive               3
## 356               1        2           Sales Executive               1
## 357               2        1        Research Scientist               2
## 358               2        1        Research Scientist               2
## 359               3        2    Manufacturing Director               4
## 360               3        1     Laboratory Technician               4
## 361               2        5                   Manager               3
## 362               4        1      Sales Representative               1
## 363               1        5                   Manager               4
## 364               3        5         Research Director               3
## 365               1        5                   Manager               3
## 366               4        4           Sales Executive               1
## 367               3        2     Laboratory Technician               2
## 368               3        2           Sales Executive               1
## 369               4        1        Research Scientist               3
## 370               4        2        Research Scientist               4
## 371               3        2    Manufacturing Director               1
## 372               3        3           Sales Executive               1
## 373               3        3     Laboratory Technician               1
## 374               3        1        Research Scientist               2
## 375               3        1      Sales Representative               1
## 376               1        4         Research Director               4
## 377               4        1     Laboratory Technician               1
## 378               3        2           Sales Executive               4
## 379               1        1        Research Scientist               4
## 380               3        1        Research Scientist               3
## 381               3        5         Research Director               3
## 382               3        1           Human Resources               3
## 383               3        2           Sales Executive               1
## 384               3        1      Sales Representative               1
## 385               3        1        Research Scientist               3
## 386               3        3         Research Director               1
## 387               3        3           Sales Executive               3
## 388               3        2    Manufacturing Director               4
## 389               3        2      Sales Representative               4
## 390               2        1      Sales Representative               2
## 391               3        2           Sales Executive               1
## 392               2        2           Sales Executive               4
## 393               3        1        Research Scientist               1
## 394               2        3           Sales Executive               1
## 395               3        1        Research Scientist               4
## 396               3        1        Research Scientist               4
## 397               3        4         Research Director               3
## 398               3        1           Human Resources               3
## 399               3        2 Healthcare Representative               3
## 400               3        3    Manufacturing Director               3
## 401               1        2    Manufacturing Director               4
## 402               3        2    Manufacturing Director               3
## 403               3        1     Laboratory Technician               3
## 404               3        3 Healthcare Representative               1
## 405               2        1        Research Scientist               1
## 406               2        4         Research Director               4
## 407               2        2           Sales Executive               4
## 408               1        1     Laboratory Technician               3
## 409               2        4                   Manager               4
## 410               3        4         Research Director               1
## 411               2        1           Human Resources               1
## 412               3        3           Sales Executive               3
## 413               3        1        Research Scientist               2
## 414               3        2           Sales Executive               4
## 415               1        1      Sales Representative               3
## 416               3        2    Manufacturing Director               4
## 417               3        1     Laboratory Technician               4
## 418               4        1     Laboratory Technician               4
## 419               2        2    Manufacturing Director               4
## 420               2        3         Research Director               3
## 421               3        2    Manufacturing Director               2
## 422               3        2        Research Scientist               3
## 423               1        2           Sales Executive               3
## 424               3        1     Laboratory Technician               4
## 425               2        2           Sales Executive               1
## 426               2        3           Sales Executive               4
## 427               3        1        Research Scientist               3
## 428               2        1        Research Scientist               3
## 429               2        1     Laboratory Technician               3
## 430               2        2    Manufacturing Director               1
## 431               3        2           Sales Executive               3
## 432               3        1        Research Scientist               3
## 433               2        2     Laboratory Technician               1
## 434               2        1        Research Scientist               1
## 435               2        3           Sales Executive               2
## 436               3        2           Sales Executive               2
## 437               3        1        Research Scientist               3
## 438               3        1     Laboratory Technician               1
## 439               2        1      Sales Representative               3
## 440               4        2 Healthcare Representative               4
## 441               3        2        Research Scientist               3
## 442               3        1     Laboratory Technician               3
## 443               3        1     Laboratory Technician               3
## 444               3        1           Human Resources               4
## 445               3        5         Research Director               4
## 446               3        1        Research Scientist               4
## 447               3        2        Research Scientist               4
## 448               4        2 Healthcare Representative               1
## 449               3        2     Laboratory Technician               4
## 450               2        2           Sales Executive               1
## 451               3        2 Healthcare Representative               4
## 452               3        1        Research Scientist               2
## 453               3        2           Sales Executive               4
## 454               3        2           Sales Executive               3
## 455               2        4                   Manager               1
## 456               3        5                   Manager               2
## 457               3        2           Sales Executive               4
## 458               3        2           Sales Executive               4
## 459               3        1        Research Scientist               1
## 460               2        2     Laboratory Technician               4
## 461               3        1     Laboratory Technician               3
## 462               3        1     Laboratory Technician               2
## 463               3        3           Sales Executive               4
## 464               3        2    Manufacturing Director               4
## 465               2        1        Research Scientist               3
## 466               3        1        Research Scientist               4
## 467               3        1      Sales Representative               4
## 468               4        1     Laboratory Technician               4
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## 1039              4        1     Laboratory Technician               3
## 1040              3        2           Sales Executive               3
## 1041              4        1        Research Scientist               1
## 1042              3        1     Laboratory Technician               1
## 1043              2        2 Healthcare Representative               1
## 1044              3        1     Laboratory Technician               4
## 1045              3        1     Laboratory Technician               2
## 1046              2        2        Research Scientist               2
## 1047              3        1        Research Scientist               1
## 1048              2        1     Laboratory Technician               4
## 1049              3        5                   Manager               4
## 1050              4        4           Sales Executive               4
## 1051              1        1     Laboratory Technician               4
## 1052              4        1        Research Scientist               3
## 1053              2        1     Laboratory Technician               3
## 1054              2        2           Sales Executive               2
## 1055              2        4         Research Director               2
## 1056              3        2           Sales Executive               1
## 1057              2        4         Research Director               2
## 1058              2        1     Laboratory Technician               3
## 1059              3        3    Manufacturing Director               3
## 1060              3        2    Manufacturing Director               3
## 1061              2        2           Sales Executive               2
## 1062              2        2     Laboratory Technician               3
## 1063              4        2        Research Scientist               1
## 1064              3        1        Research Scientist               3
## 1065              3        1      Sales Representative               3
## 1066              2        1     Laboratory Technician               4
## 1067              3        3           Human Resources               1
## 1068              1        2    Manufacturing Director               3
## 1069              3        4                   Manager               2
## 1070              3        2        Research Scientist               3
## 1071              3        5         Research Director               3
## 1072              3        1        Research Scientist               4
## 1073              3        1     Laboratory Technician               3
## 1074              1        3    Manufacturing Director               1
## 1075              2        4    Manufacturing Director               3
## 1076              3        1        Research Scientist               4
## 1077              3        2           Sales Executive               4
## 1078              3        2           Sales Executive               2
## 1079              3        2           Sales Executive               2
## 1080              3        5                   Manager               4
## 1081              3        1        Research Scientist               1
## 1082              3        2        Research Scientist               4
## 1083              4        2    Manufacturing Director               1
## 1084              4        2        Research Scientist               3
## 1085              3        1     Laboratory Technician               1
## 1086              3        1      Sales Representative               3
## 1087              4        1        Research Scientist               3
## 1088              3        2    Manufacturing Director               3
## 1089              3        1        Research Scientist               4
## 1090              3        2    Manufacturing Director               4
## 1091              2        2           Sales Executive               3
## 1092              3        1      Sales Representative               2
## 1093              3        5                   Manager               4
## 1094              3        5         Research Director               3
## 1095              2        2    Manufacturing Director               4
## 1096              3        3 Healthcare Representative               3
## 1097              3        2        Research Scientist               3
## 1098              3        2 Healthcare Representative               3
## 1099              1        2           Sales Executive               4
## 1100              3        1     Laboratory Technician               1
## 1101              3        1     Laboratory Technician               1
## 1102              3        2           Sales Executive               1
## 1103              4        5                   Manager               1
## 1104              1        1     Laboratory Technician               3
## 1105              3        2           Sales Executive               4
## 1106              4        1        Research Scientist               3
## 1107              3        1     Laboratory Technician               4
## 1108              1        2 Healthcare Representative               1
## 1109              3        5                   Manager               1
## 1110              3        4                   Manager               2
## 1111              3        1        Research Scientist               3
## 1112              3        1        Research Scientist               2
## 1113              3        5         Research Director               3
## 1114              3        2           Sales Executive               2
## 1115              3        2        Research Scientist               2
## 1116              4        2 Healthcare Representative               2
## 1117              3        1     Laboratory Technician               4
## 1118              3        1     Laboratory Technician               4
## 1119              4        3    Manufacturing Director               2
## 1120              3        1        Research Scientist               3
## 1121              2        1        Research Scientist               2
## 1122              1        5         Research Director               3
## 1123              2        5                   Manager               4
## 1124              3        1        Research Scientist               4
## 1125              3        4                   Manager               3
## 1126              2        3 Healthcare Representative               4
## 1127              4        2    Manufacturing Director               3
## 1128              3        2    Manufacturing Director               3
## 1129              2        2           Sales Executive               4
## 1130              3        4                   Manager               1
## 1131              4        4         Research Director               4
## 1132              3        3           Sales Executive               3
## 1133              3        4                   Manager               3
## 1134              3        2           Sales Executive               3
## 1135              4        2    Manufacturing Director               3
## 1136              3        1        Research Scientist               4
## 1137              4        3 Healthcare Representative               4
## 1138              4        2           Sales Executive               4
## 1139              2        1     Laboratory Technician               1
## 1140              3        3 Healthcare Representative               3
## 1141              1        2      Sales Representative               4
## 1142              4        1     Laboratory Technician               1
## 1143              3        2    Manufacturing Director               1
## 1144              4        1      Sales Representative               2
## 1145              2        1           Human Resources               4
## 1146              3        1     Laboratory Technician               1
## 1147              2        2           Sales Executive               1
## 1148              3        3 Healthcare Representative               3
## 1149              1        3           Sales Executive               3
## 1150              3        1     Laboratory Technician               4
## 1151              2        1     Laboratory Technician               4
## 1152              1        1        Research Scientist               4
## 1153              2        3           Sales Executive               3
## 1154              3        1        Research Scientist               3
## 1155              3        2           Sales Executive               2
## 1156              2        1     Laboratory Technician               3
## 1157              1        1     Laboratory Technician               4
## 1158              3        1        Research Scientist               2
## 1159              3        1     Laboratory Technician               3
## 1160              3        1        Research Scientist               3
## 1161              3        2 Healthcare Representative               2
## 1162              3        1        Research Scientist               1
## 1163              2        1        Research Scientist               2
## 1164              2        2           Sales Executive               2
## 1165              3        1        Research Scientist               4
## 1166              3        1     Laboratory Technician               3
## 1167              3        2           Sales Executive               3
## 1168              1        1     Laboratory Technician               3
## 1169              4        5                   Manager               4
## 1170              3        2           Sales Executive               4
##      MaritalStatus MonthlyIncome MonthlyRate NumCompaniesWorked Over18
## 1         Divorced          4403        9250                  2      Y
## 2           Single         19626       17544                  1      Y
## 3           Single          9362       19944                  2      Y
## 4          Married         10422       24032                  1      Y
## 5           Single          3760       17218                  1      Y
## 6         Divorced          8793        4809                  1      Y
## 7          Married          2127        5561                  2      Y
## 8         Divorced          6694       24223                  2      Y
## 9          Married          2220       18410                  1      Y
## 10         Married          5063       15332                  1      Y
## 11         Married         19392       22539                  7      Y
## 12        Divorced          2706       10494                  1      Y
## 13          Single         10221       18869                  3      Y
## 14         Married          2476       17434                  1      Y
## 15          Single          3423       22957                  6      Y
## 16         Married          6932       24406                  1      Y
## 17         Married          6725       13554                  1      Y
## 18         Married          5258       16044                  2      Y
## 19         Married          2932        5586                  0      Y
## 20         Married          5033        9364                  2      Y
## 21        Divorced          8847       13934                  2      Y
## 22         Married          8120       18597                  3      Y
## 23        Divorced          5679       19627                  3      Y
## 24          Single          5332       21602                  7      Y
## 25          Single          6949       12291                  0      Y
## 26         Married         18213        8751                  7      Y
## 27         Married          9924       12355                  0      Y
## 28          Single          8224       18385                  0      Y
## 29          Single         10448        5843                  6      Y
## 30         Married          4258       26589                  0      Y
## 31        Divorced          4668       22812                  0      Y
## 32         Married          2028       13637                  1      Y
## 33         Married         16872       14977                  3      Y
## 34         Married          2258       16340                  6      Y
## 35          Single          9679       10138                  8      Y
## 36         Married          2794       26062                  1      Y
## 37         Married         10306       21530                  9      Y
## 38        Divorced          6134        8658                  5      Y
## 39          Single         19717        4022                  6      Y
## 40         Married          2791       21981                  0      Y
## 41        Divorced         16291       22577                  4      Y
## 42          Single          6632       12388                  0      Y
## 43        Divorced          2587       24941                  4      Y
## 44          Single         19613       26362                  8      Y
## 45         Married          1223       16901                  1      Y
## 46          Single          3673       16458                  1      Y
## 47          Single          6735       12147                  6      Y
## 48        Divorced          8740        5569                  0      Y
## 49          Single          1878        8059                  1      Y
## 50        Divorced          2024        5970                  6      Y
## 51          Single          2619       14561                  3      Y
## 52         Married         19701       22456                  3      Y
## 53         Married          2011       19982                  1      Y
## 54         Married          4447       23163                  1      Y
## 55          Single          4424       20682                  1      Y
## 56        Divorced          2289       20520                  1      Y
## 57        Divorced          2759       20366                  6      Y
## 58          Single          4723       16213                  1      Y
## 59        Divorced         13603       11677                  2      Y
## 60          Single          1118        8040                  1      Y
## 61         Married         10325        5518                  1      Y
## 62         Married          7094        5747                  3      Y
## 63         Married          3067        6393                  0      Y
## 64          Single          1514        8018                  1      Y
## 65         Married          2210        3372                  1      Y
## 66        Divorced          3298       15053                  0      Y
## 67          Single          6646       19368                  1      Y
## 68          Single          2647       13672                  1      Y
## 69         Married          2194        5868                  4      Y
## 70          Single          2115       15881                  1      Y
## 71         Married          2782       21412                  3      Y
## 72          Single          8463       23490                  0      Y
## 73         Married          5916       15497                  3      Y
## 74         Married          4766        9051                  3      Y
## 75          Single          8446       21534                  9      Y
## 76          Single          4011       10781                  1      Y
## 77         Married          7083       12288                  1      Y
## 78          Single         17567        3156                  1      Y
## 79          Single          8865       16840                  6      Y
## 80        Divorced          1129       17536                  1      Y
## 81         Married          4777       14382                  5      Y
## 82         Married          6883        5151                  2      Y
## 83         Married          5321       14284                  2      Y
## 84        Divorced          5974       17001                  4      Y
## 85          Single          5410        2323                  9      Y
## 86          Single         13726       21829                  3      Y
## 87          Single          4960       11825                  2      Y
## 88        Divorced          3743       10074                  1      Y
## 89          Single          8726        2975                  1      Y
## 90          Single         18947       22822                  3      Y
## 91         Married          1702       12106                  1      Y
## 92         Married          7336       11162                  1      Y
## 93          Single          2090        2396                  6      Y
## 94          Single          6142        4223                  3      Y
## 95          Single         19926       17053                  3      Y
## 96         Married          4907       24532                  1      Y
## 97         Married         16606       11380                  8      Y
## 98        Divorced          5163       15850                  5      Y
## 99         Married          3180        4668                  0      Y
## 100        Married          3294        3708                  5      Y
## 101        Married          2099        7679                  0      Y
## 102       Divorced         10793        8386                  1      Y
## 103        Married          6538       12740                  9      Y
## 104        Married          2819        8544                  2      Y
## 105         Single         16598       19764                  4      Y
## 106        Married          4420       13421                  1      Y
## 107        Married          4319       26283                  1      Y
## 108        Married         19636       25811                  4      Y
## 109        Married          8926       10842                  4      Y
## 110         Single          2439       11288                  1      Y
## 111       Divorced          2703       22088                  1      Y
## 112        Married         17099       13829                  2      Y
## 113         Single         10445       15322                  7      Y
## 114       Divorced          5093        4761                  2      Y
## 115        Married          8966       21026                  3      Y
## 116         Single          7642        4814                  1      Y
## 117         Single          4950       20623                  0      Y
## 118        Married          4025       23679                  4      Y
## 119       Divorced          2451        4609                  4      Y
## 120         Single          6687        6163                  1      Y
## 121        Married         11713       20335                  9      Y
## 122         Single          2380       25479                  1      Y
## 123       Divorced         10761       19239                  4      Y
## 124         Single          4028        7791                  0      Y
## 125         Single          4554       20260                  1      Y
## 126        Married          5204       13586                  1      Y
## 127         Single          3919        4681                  1      Y
## 128        Married          5906       23888                  0      Y
## 129         Single          4081       20003                  1      Y
## 130       Divorced         13225        7739                  2      Y
## 131       Divorced          4187        3356                  1      Y
## 132         Single          4507        8191                  3      Y
## 133        Married          4523        4386                  0      Y
## 134        Married          5295        7693                  4      Y
## 135       Divorced          5257        6227                  1      Y
## 136        Married          4244        9931                  1      Y
## 137        Married          2319        6689                  1      Y
## 138        Married         10739       13943                  8      Y
## 139        Married          2404        4303                  7      Y
## 140         Single          7428       14506                  2      Y
## 141        Married         13402       18235                  4      Y
## 142       Divorced          2372       26076                  1      Y
## 143       Divorced         10845       24208                  6      Y
## 144        Married          6502       22825                  4      Y
## 145       Divorced          6377       13888                  5      Y
## 146        Married          4649       16928                  1      Y
## 147        Married          2756        4673                  1      Y
## 148        Married          6392       10589                  2      Y
## 149         Single          3597        6409                  8      Y
## 150       Divorced          4877       20460                  0      Y
## 151       Divorced          4233       11512                  2      Y
## 152         Single          5396       21703                  1      Y
## 153        Married          5484       16985                  1      Y
## 154         Single          6870       15530                  3      Y
## 155       Divorced          2008        6896                  1      Y
## 156        Married          4736        6069                  7      Y
## 157        Married          5677        4258                  3      Y
## 158       Divorced         12169       13547                  7      Y
## 159        Married         10820       11535                  8      Y
## 160        Married         13191       23281                  3      Y
## 161        Married          5126       15998                  1      Y
## 162         Single          8722       12355                  1      Y
## 163       Divorced          7104       20431                  0      Y
## 164         Single          6545       23016                  3      Y
## 165        Married          8020        5100                  0      Y
## 166         Single          2044       22052                  1      Y
## 167        Married         16413        3498                  3      Y
## 168       Divorced         16184       22578                  4      Y
## 169       Divorced          5577       22087                  3      Y
## 170       Divorced          2514       26968                  4      Y
## 171       Divorced          5304       25275                  7      Y
## 172        Married          5467        2125                  8      Y
## 173        Married         10527        8984                  5      Y
## 174       Divorced          8380       21708                  0      Y
## 175       Divorced         14852       13938                  6      Y
## 176         Single          2070       25326                  1      Y
## 177        Married         19859       21199                  5      Y
## 178        Married          2042       15346                  6      Y
## 179         Single          8998       15589                  1      Y
## 180         Single          8686       12930                  4      Y
## 181       Divorced         10274       19588                  2      Y
## 182       Divorced          6893       19461                  3      Y
## 183         Single          4739       16090                  4      Y
## 184         Single          8376        9150                  4      Y
## 185        Married          3755       17872                  1      Y
## 186        Married          2070        2613                  1      Y
## 187       Divorced          5206        4973                  1      Y
## 188       Divorced         15972       21086                  6      Y
## 189       Divorced         19144       15815                  3      Y
## 190        Married          4221        8863                  1      Y
## 191        Married          5775       11934                  1      Y
## 192        Married          9637        8277                  2      Y
## 193       Divorced          4810       26314                  2      Y
## 194        Married          4051       19658                  2      Y
## 195         Single          3904        4050                  0      Y
## 196        Married          2723       23231                  1      Y
## 197        Married          2075       18725                  3      Y
## 198        Married         13120       11879                  6      Y
## 199        Married         10248        2094                  3      Y
## 200        Married          2127        9100                  1      Y
## 201         Single         13194       17071                  4      Y
## 202        Married          6220        7346                  1      Y
## 203        Married          6162       19124                  1      Y
## 204         Single          2216        3872                  7      Y
## 205        Married          3931       20990                  2      Y
## 206        Married          2559        7508                  1      Y
## 207         Single          5346        9489                  8      Y
## 208        Married          6673       11354                  7      Y
## 209       Divorced          3204       10415                  5      Y
## 210       Divorced          8189       21196                  3      Y
## 211        Married         13570        5640                  0      Y
## 212        Married         18303        7770                  6      Y
## 213         Single          4680       15232                  3      Y
## 214        Married          6062        4051                  9      Y
## 215         Single          2045       15174                  0      Y
## 216       Divorced          2345        8045                  2      Y
## 217        Married          9824       22174                  3      Y
## 218       Divorced         17174        2437                  3      Y
## 219         Single          2632       23910                  1      Y
## 220         Single          2875        9973                  1      Y
## 221         Single          6274       18686                  1      Y
## 222        Married          4286        5630                  2      Y
## 223       Divorced          5368       16130                  1      Y
## 224       Divorced          1563       12530                  1      Y
## 225       Divorced          4771       14293                  2      Y
## 226        Married          3748        4077                  1      Y
## 227       Divorced          1951       10910                  1      Y
## 228       Divorced          2328       12392                  1      Y
## 229        Married          4999       17519                  0      Y
## 230        Married         13966       11652                  2      Y
## 231       Divorced          5770        5388                  1      Y
## 232        Married          2014        9687                  1      Y
## 233        Married         12936       24164                  7      Y
## 234        Married          5940       17011                  2      Y
## 235        Married         16959       19494                  1      Y
## 236        Married         10609       14922                  5      Y
## 237        Married         18880       17312                  5      Y
## 238        Married          6322       18089                  1      Y
## 239        Married          2187       19655                  4      Y
## 240       Divorced         13269       21981                  5      Y
## 241        Married          7406        6950                  1      Y
## 242         Single         18061       13035                  3      Y
## 243        Married          2703        4956                  0      Y
## 244        Married          4400       15182                  3      Y
## 245        Married          5056       17689                  1      Y
## 246       Divorced          2532        6054                  6      Y
## 247         Single          7143       25713                  1      Y
## 248        Married          2269       18024                  0      Y
## 249       Divorced          5467       13953                  3      Y
## 250        Married         16595        5626                  7      Y
## 251       Divorced          2008       20439                  1      Y
## 252       Divorced          5079       25952                  4      Y
## 253         Single          2274        6153                  1      Y
## 254        Married          2956       21495                  0      Y
## 255       Divorced         13757       25178                  2      Y
## 256         Single          2438       24978                  4      Y
## 257       Divorced          2789        3909                  1      Y
## 258       Divorced          4779       12761                  7      Y
## 259        Married          9713       24444                  2      Y
## 260       Divorced          3977        7298                  6      Y
## 261         Single          2785       11882                  7      Y
## 262         Single          2362        7568                  6      Y
## 263        Married          2436       22149                  5      Y
## 264        Married          2157       18203                  1      Y
## 265        Married          2774       13257                  0      Y
## 266        Married          2426       16479                  0      Y
## 267       Divorced         17007       11929                  7      Y
## 268         Single          1393       24852                  1      Y
## 269       Divorced          5968       18079                  1      Y
## 270        Married          9957        9096                  0      Y
## 271        Married          5154       19665                  4      Y
## 272       Divorced          5433       19332                  1      Y
## 273        Married          3540        7018                  1      Y
## 274        Married          5647       13494                  4      Y
## 275         Single         18722       13339                  8      Y
## 276       Divorced         19943       18575                  4      Y
## 277        Married          2244       24440                  1      Y
## 278         Single          2455       10675                  0      Y
## 279         Single          5744       26959                  1      Y
## 280        Married          4035       16143                  0      Y
## 281        Married          7847        6069                  1      Y
## 282         Single          4721        3119                  2      Y
## 283       Divorced          6513        9060                  4      Y
## 284       Divorced          7547        7143                  4      Y
## 285        Married          2844        6004                  1      Y
## 286        Married          5207       22949                  1      Y
## 287         Single          2472       26092                  1      Y
## 288       Divorced          2661        8758                  0      Y
## 289        Married          9738       22952                  0      Y
## 290        Married          2572       20317                  1      Y
## 291       Divorced          2270       11005                  3      Y
## 292        Married          5674        6927                  7      Y
## 293         Single          2279       11781                  1      Y
## 294        Married         11957       17231                  0      Y
## 295         Single         16437       17381                  1      Y
## 296        Married          2660       20232                  7      Y
## 297        Married          9547       14074                  1      Y
## 298         Single          6074       22887                  1      Y
## 299         Single          2321       10322                  0      Y
## 300        Married          3464       24737                  5      Y
## 301        Married          6524        8891                  1      Y
## 302        Married          9069       11031                  1      Y
## 303       Divorced          3537       23737                  5      Y
## 304         Single          5098       18698                  1      Y
## 305         Single          2479       26227                  4      Y
## 306        Married          3162       10778                  0      Y
## 307        Married          2380       20165                  4      Y
## 308        Married          2979       22478                  3      Y
## 309        Married          6385       12992                  3      Y
## 310        Married          4851       15678                  0      Y
## 311        Married          5484       13008                  9      Y
## 312         Single         13237       20364                  7      Y
## 313         Single          4084        4156                  1      Y
## 314        Married          6132       13983                  2      Y
## 315         Single          5405       11924                  8      Y
## 316         Single          4163        8571                  1      Y
## 317        Married          2231       11314                  6      Y
## 318         Single          4617       14120                  1      Y
## 319        Married          6120        3567                  3      Y
## 320         Single          2994       21221                  1      Y
## 321        Married          2332        3974                  6      Y
## 322        Married          2691        7660                  1      Y
## 323       Divorced          3761        2373                  9      Y
## 324       Divorced          4615       21029                  8      Y
## 325        Married         12742        7060                  1      Y
## 326         Single          2318       17808                  1      Y
## 327       Divorced         19049        3549                  0      Y
## 328       Divorced          5410       11189                  6      Y
## 329       Divorced          2133       18115                  1      Y
## 330        Married         16799       16616                  0      Y
## 331         Single         15379       22384                  4      Y
## 332        Married         10400       25812                  1      Y
## 333       Divorced          2342       11092                  1      Y
## 334        Married          7412        6009                  1      Y
## 335        Married         18844       21922                  9      Y
## 336         Single          4508        3129                  1      Y
## 337       Divorced          4968       18500                  1      Y
## 338         Single          7756       22266                  0      Y
## 339         Single          4728       17251                  3      Y
## 340       Divorced          2341       19715                  1      Y
## 341        Married          3419       13072                  9      Y
## 342        Married          3867       14222                  1      Y
## 343       Divorced          7119       21214                  4      Y
## 344       Divorced          2083       22653                  1      Y
## 345       Divorced          4115       13192                  8      Y
## 346         Single         13341       25098                  0      Y
## 347         Single          4033       15834                  2      Y
## 348       Divorced          6397       26767                  1      Y
## 349         Single          2290        4279                  2      Y
## 350        Married         11103       20420                  7      Y
## 351        Married         13348       14842                  9      Y
## 352        Married          6929       12241                  4      Y
## 353        Married          4422       21203                  3      Y
## 354       Divorced          4069        8841                  3      Y
## 355       Divorced         10447       26458                  0      Y
## 356         Single          4759       15891                  3      Y
## 357        Married          2368       23300                  1      Y
## 358        Married          2546       18300                  5      Y
## 359        Married          6162       10877                  1      Y
## 360        Married          3210       20251                  0      Y
## 361        Married         19999        5678                  0      Y
## 362         Single          1091       10642                  1      Y
## 363        Married         19845       25846                  1      Y
## 364       Divorced         19436        5949                  0      Y
## 365        Married         19187        6992                  4      Y
## 366        Married         13212       18256                  9      Y
## 367       Divorced          4444       22534                  4      Y
## 368        Married          5473       19345                  0      Y
## 369        Married          2073       12826                  2      Y
## 370         Single          5055       10557                  7      Y
## 371        Married          4148       11275                  1      Y
## 372        Married          8412        2890                  0      Y
## 373       Divorced          5210       20308                  1      Y
## 374        Married          3936        9953                  1      Y
## 375         Single          2728       21082                  1      Y
## 376         Single         14411       24450                  1      Y
## 377         Single          2743        8269                  1      Y
## 378       Divorced          5087        2900                  3      Y
## 379        Married          2168       26933                  0      Y
## 380        Married          2132       11539                  4      Y
## 381        Married         18300       16375                  4      Y
## 382        Married          2942        8916                  1      Y
## 383       Divorced          5486       24795                  4      Y
## 384       Divorced          2322        9518                  3      Y
## 385        Married          2461       10332                  9      Y
## 386        Married         13582       16292                  1      Y
## 387         Single          8789        9096                  1      Y
## 388       Divorced          4262       22645                  4      Y
## 389         Single          4502        7439                  3      Y
## 390         Single          2174        9150                  1      Y
## 391        Married          6500       13305                  5      Y
## 392        Married          4157       21436                  7      Y
## 393       Divorced          3065        3995                  1      Y
## 394        Married         10266        2845                  4      Y
## 395         Single          2515        9068                  5      Y
## 396       Divorced          2695        7747                  0      Y
## 397        Married         17861        2288                  6      Y
## 398        Married          2742        3072                  1      Y
## 399       Divorced          6306       26236                  1      Y
## 400         Single         10209       19719                  5      Y
## 401         Single          6091       24793                  2      Y
## 402       Divorced          5265       16439                  2      Y
## 403         Single          2105        5411                  4      Y
## 404        Married          8008       22792                  4      Y
## 405         Single          2559       17852                  1      Y
## 406       Divorced         16627        2671                  4      Y
## 407        Married          5468       13402                  1      Y
## 408       Divorced          2741        6865                  1      Y
## 409        Married         15427       22021                  2      Y
## 410        Married         17159        5200                  6      Y
## 411        Married          2342        8635                  0      Y
## 412         Single          9241       15869                  1      Y
## 413        Married          3022       10227                  4      Y
## 414         Single          4648       26075                  8      Y
## 415       Divorced          2351       12253                  0      Y
## 416       Divorced          5762       24442                  2      Y
## 417         Single          2564        7181                  0      Y
## 418        Married          3688        7122                  4      Y
## 419        Married          6474        9961                  1      Y
## 420        Married         11935       21526                  1      Y
## 421        Married          4325       17736                  1      Y
## 422        Married          4449       23866                  3      Y
## 423        Married          6172       20739                  4      Y
## 424         Single          1611       19305                  1      Y
## 425        Married          4724       24232                  1      Y
## 426       Divorced         10798        5268                  5      Y
## 427       Divorced          1274        7152                  1      Y
## 428         Single          3230       10531                  1      Y
## 429         Single          3730        9571                  0      Y
## 430        Married          5957       23687                  6      Y
## 431         Single          4478        5242                  1      Y
## 432       Divorced          3544        8532                  9      Y
## 433         Single          4284       22710                  3      Y
## 434       Divorced          2109       10007                  1      Y
## 435       Divorced          9705       20652                  2      Y
## 436        Married          6214        3415                  1      Y
## 437         Single          4382       16374                  6      Y
## 438         Single          2867       20006                  0      Y
## 439        Married          2683        3810                  1      Y
## 440         Single          7625       19383                  0      Y
## 441         Single          4998        2338                  4      Y
## 442        Married          2974       25412                  9      Y
## 443         Single          3485       14935                  2      Y
## 444       Divorced          3195        4167                  4      Y
## 445       Divorced         19328       14218                  7      Y
## 446        Married          3420       10205                  7      Y
## 447        Married          4735        9867                  7      Y
## 448        Married          5538        5696                  5      Y
## 449         Single          2406        5456                  1      Y
## 450        Married          4385       24162                  1      Y
## 451        Married          4878       21653                  0      Y
## 452         Single          3420       21158                  1      Y
## 453         Single          5813       13492                  1      Y
## 454         Single          5487       10410                  1      Y
## 455        Married         15402       17997                  7      Y
## 456         Single         19833        4349                  1      Y
## 457        Married          5476       22589                  1      Y
## 458         Single          5441        8423                  0      Y
## 459        Married          2066       10494                  2      Y
## 460         Single          5810       22604                  1      Y
## 461        Married          2093        9260                  4      Y
## 462         Single          2013       10950                  2      Y
## 463         Single          9208        6645                  4      Y
## 464         Single          5238        6670                  2      Y
## 465        Married          2437       15587                  9      Y
## 466         Single          3944        4306                  5      Y
## 467         Single          2644       17001                  3      Y
## 468        Married          3038       22002                  3      Y
## 469         Single          4969       21813                  8      Y
## 470       Divorced          4450       26250                  1      Y
## 471        Married          2226        6073                  1      Y
## 472         Single          2439       14753                  1      Y
## 473        Married         13245       15067                  4      Y
## 474         Single          3452        9752                  5      Y
## 475       Divorced          2207       22482                  1      Y
## 476         Single          5772       20445                  4      Y
## 477       Divorced          6334       24558                  4      Y
## 478       Divorced          4306        4267                  5      Y
## 479        Married          2950       17363                  9      Y
## 480        Married         13744       15471                  1      Y
## 481        Married          5373        6225                  0      Y
## 482        Married          2356       14871                  3      Y
## 483        Married          5747       26496                  1      Y
## 484       Divorced          4257       13939                  4      Y
## 485        Married         10312        3465                  1      Y
## 486         Single          5993       19479                  8      Y
## 487         Single          1081       16019                  1      Y
## 488       Divorced          2911       15170                  1      Y
## 489         Single          5381       19294                  9      Y
## 490         Single          6142        7360                  3      Y
## 491         Single         18665       25594                  9      Y
## 492        Married         16880       22422                  4      Y
## 493         Single          5869       23413                  9      Y
## 494         Single          8606       21195                  1      Y
## 495        Married          5673        6060                  1      Y
## 496        Married         16307        5594                  2      Y
## 497        Married          2654        9655                  3      Y
## 498        Married          2326       11411                  1      Y
## 499        Married          5237       16577                  6      Y
## 500        Married          5736        3987                  6      Y
## 501        Married         10008       12023                  7      Y
## 502         Single          2028       12947                  5      Y
## 503        Married          2655       11740                  2      Y
## 504       Divorced          9980       10195                  1      Y
## 505        Married         17169       26703                  3      Y
## 506        Married          5878       15624                  3      Y
## 507         Single          2851        9150                  1      Y
## 508        Married         10596       15395                  2      Y
## 509       Divorced          2793        2539                  4      Y
## 510        Married         19545       16280                  1      Y
## 511        Married          5343        5982                  1      Y
## 512        Married         10920        3449                  3      Y
## 513        Married          3433       17360                  6      Y
## 514         Single         13458       15146                  1      Y
## 515         Single          2610        2851                  1      Y
## 516       Divorced          5482       16321                  5      Y
## 517        Married          2413       18798                  1      Y
## 518       Divorced          2766        8952                  8      Y
## 519        Married          4627       23631                  0      Y
## 520         Single          2587       10261                  1      Y
## 521         Single          2553        8306                  1      Y
## 522        Married          2408        7324                  1      Y
## 523       Divorced          9724       18787                  2      Y
## 524       Divorced         19502        2125                  1      Y
## 525        Married          2177        8456                  3      Y
## 526        Married          7525       23537                  2      Y
## 527       Divorced          5006        6319                  4      Y
## 528        Married          6833       17089                  1      Y
## 529         Single          2859       26278                  1      Y
## 530        Married          4963        4510                  9      Y
## 531        Married          8823       24608                  0      Y
## 532         Single          6815       21447                  6      Y
## 533        Married          2700       23779                  1      Y
## 534       Divorced          6667       16542                  5      Y
## 535        Married          2119        4759                  1      Y
## 536       Divorced          2089        5228                  4      Y
## 537         Single          7351       20619                  7      Y
## 538       Divorced          2696       24017                  0      Y
## 539         Single          3202       21972                  1      Y
## 540         Single          5155        2253                  7      Y
## 541       Divorced          3491       11309                  1      Y
## 542        Married          3143        6076                  6      Y
## 543       Divorced          2566       25326                  1      Y
## 544        Married          6553        7259                  9      Y
## 545         Single          4381        7530                  1      Y
## 546        Married          2929       20338                  1      Y
## 547        Married          7403       22477                  4      Y
## 548         Single          5094       11983                  6      Y
## 549        Married         12061       26707                  3      Y
## 550         Single          2177        8318                  1      Y
## 551        Married         19189       19562                  1      Y
## 552       Divorced          4936       23965                  1      Y
## 553         Single          3886        4223                  1      Y
## 554        Married          2259        5543                  4      Y
## 555        Married          4876       14242                  9      Y
## 556        Married          9602        3010                  4      Y
## 557         Single          3780       23428                  7      Y
## 558        Married          3622       22794                  1      Y
## 559        Married          4434       11806                  1      Y
## 560        Married          5296       20156                  1      Y
## 561         Single          2088       15062                  4      Y
## 562        Married         15787       21624                  2      Y
## 563        Married          2811       12086                  9      Y
## 564        Married         11031       26862                  4      Y
## 565        Married          3833       24375                  3      Y
## 566         Single          2436       13422                  6      Y
## 567         Single          2176       19737                  4      Y
## 568        Married          9714        5323                  1      Y
## 569         Single          6244        7824                  7      Y
## 570        Married         13973        4161                  3      Y
## 571        Married          4393       26841                  5      Y
## 572         Single          2693        8870                  1      Y
## 573        Married          6834       19255                  1      Y
## 574        Married          6799       22128                  1      Y
## 575        Married          6272        7428                  1      Y
## 576       Divorced          5993        2689                  1      Y
## 577         Single          2858       11473                  4      Y
## 578         Single          3162        7973                  3      Y
## 579         Single          5042        3140                  0      Y
## 580       Divorced          6623        4204                  1      Y
## 581        Married          3669        9075                  3      Y
## 582         Single         15992       15901                  2      Y
## 583        Married          5811       24539                  3      Y
## 584        Married          4779        3698                  1      Y
## 585        Married          6465       19121                  2      Y
## 586        Married          2741       16523                  8      Y
## 587       Divorced          5329       15717                  7      Y
## 588         Single          3407        6986                  7      Y
## 589         Single          3629       19106                  4      Y
## 590        Married          4014       16002                  3      Y
## 591        Married          2814       10293                  1      Y
## 592         Single          4599        7815                  0      Y
## 593        Married          2909       15747                  3      Y
## 594        Married          3211       22102                  1      Y
## 595        Married         10435       25800                  1      Y
## 596       Divorced          4037       21816                  1      Y
## 597        Married         10903        9129                  3      Y
## 598        Married          3448       13436                  6      Y
## 599        Married          6142        5174                  1      Y
## 600        Married          2293        3020                  2      Y
## 601        Married          2033        7103                  1      Y
## 602        Married          4087       25174                  4      Y
## 603        Married         11416       17802                  0      Y
## 604        Married          3131       26342                  1      Y
## 605         Single          2760       14630                  1      Y
## 606        Married         14814       13514                  3      Y
## 607         Single          5473       24668                  7      Y
## 608       Divorced          5605       19191                  1      Y
## 609         Single          3578       23577                  0      Y
## 610         Single          2342       21437                  0      Y
## 611        Married          5363       10846                  0      Y
## 612         Single          6811        2112                  2      Y
## 613        Married          2707       21509                  7      Y
## 614         Single          2121        9947                  1      Y
## 615       Divorced          7264        9977                  5      Y
## 616        Married          3986       11912                  1      Y
## 617        Married          3838        8192                  8      Y
## 618       Divorced          5454        4009                  5      Y
## 619        Married          9991       21457                  4      Y
## 620        Married          1281       16900                  1      Y
## 621         Single          2926       19783                  1      Y
## 622       Divorced          5067        6759                  1      Y
## 623         Single          3280       13551                  2      Y
## 624         Single          8837       16642                  1      Y
## 625         Single          2561        5355                  7      Y
## 626       Divorced          2517        3208                  1      Y
## 627        Married          4162       15211                  1      Y
## 628       Divorced         11510       15682                  0      Y
## 629        Married         10976       15813                  3      Y
## 630         Single          8621       17654                  1      Y
## 631        Married          2662        7975                  8      Y
## 632         Single          9888        6770                  1      Y
## 633         Single          6861        4981                  8      Y
## 634       Divorced          2835        2561                  5      Y
## 635        Married          9985        9262                  8      Y
## 636        Married          2376       26537                  1      Y
## 637        Married         17665       14399                  0      Y
## 638       Divorced          8628       22914                  1      Y
## 639        Married          2725       21630                  1      Y
## 640       Divorced          3041       16346                  0      Y
## 641       Divorced          2693       13335                  1      Y
## 642       Divorced          4448       10748                  2      Y
## 643         Single         16756       17323                  7      Y
## 644        Married          2307       14460                  1      Y
## 645       Divorced          2107       20293                  6      Y
## 646        Married         10855        8552                  7      Y
## 647         Single          1904       13556                  1      Y
## 648        Married          2305        6217                  1      Y
## 649         Single          4312       23016                  0      Y
## 650         Single          2166        3339                  3      Y
## 651         Single          2450       21731                  1      Y
## 652       Divorced          5220       10893                  0      Y
## 653         Single         13499       13782                  9      Y
## 654        Married         12504       23978                  3      Y
## 655         Single          3894        9129                  5      Y
## 656        Married          4741       22722                  1      Y
## 657        Married         12490       15736                  5      Y
## 658       Divorced         16032       24456                  3      Y
## 659         Single          6032       10110                  6      Y
## 660         Single          6499       22656                  1      Y
## 661        Married          5309       21146                  1      Y
## 662       Divorced          2768        8416                  3      Y
## 663       Divorced         10368        5596                  4      Y
## 664       Divorced          3917        9541                  1      Y
## 665         Single          4568       10034                  0      Y
## 666         Single          6294       23060                  8      Y
## 667        Married          7918        6599                  1      Y
## 668       Divorced          3408        6705                  7      Y
## 669        Married          4883       22845                  1      Y
## 670        Married         17779       23474                  3      Y
## 671         Single         13664       25258                  4      Y
## 672       Divorced          5505        3921                  1      Y
## 673         Single          4898       11827                  0      Y
## 674       Divorced          2022       16612                  1      Y
## 675        Married          3517       22490                  7      Y
## 676        Married         18789        9946                  2      Y
## 677        Married          5228       23361                  0      Y
## 678        Married          6323       26849                  1      Y
## 679       Divorced          5131        9192                  7      Y
## 680        Married          2329       11737                  3      Y
## 681        Married          4256       18154                  1      Y
## 682        Married          2258       15238                  7      Y
## 683        Married          5347        7419                  6      Y
## 684       Divorced          9439       23402                  3      Y
## 685        Married          2713        6672                  1      Y
## 686       Divorced         10648       14394                  1      Y
## 687         Single          7553       22930                  0      Y
## 688        Married          2622       13248                  6      Y
## 689         Single          1102        9241                  1      Y
## 690       Divorced          2592        7129                  5      Y
## 691        Married          6077       14814                  3      Y
## 692        Married         11849       10268                  1      Y
## 693         Single          6781       17078                  3      Y
## 694         Single          2285        3427                  9      Y
## 695       Divorced          9525        7677                  1      Y
## 696         Single          3294       13137                  1      Y
## 697        Married         15202        5602                  2      Y
## 698         Single          5914        9945                  8      Y
## 699         Single          1569       18420                  1      Y
## 700        Married         19081       10849                  5      Y
## 701        Married          2804       15434                  1      Y
## 702        Married          5714        5829                  1      Y
## 703        Married         10377       13755                  4      Y
## 704        Married          2148        6889                  0      Y
## 705        Married          2267       25657                  8      Y
## 706         Single          6230       13430                  7      Y
## 707        Married          6854       15696                  4      Y
## 708         Single          2109       24609                  9      Y
## 709        Married          3702       16376                  1      Y
## 710       Divorced         17924        4544                  1      Y
## 711        Married         11916       25927                  1      Y
## 712       Divorced         14118       22102                  3      Y
## 713         Single          2559       16620                  5      Y
## 714        Married          9699        7246                  4      Y
## 715         Single          7587       14229                  1      Y
## 716        Married          1555       11585                  1      Y
## 717        Married          6578        2706                  1      Y
## 718         Single          3660        7909                  3      Y
## 719         Single          4581       10414                  3      Y
## 720       Divorced          7655        8039                  0      Y
## 721        Married          9434        9606                  1      Y
## 722        Married          5768       26493                  3      Y
## 723       Divorced          2996       20284                  5      Y
## 724         Single          8858       15669                  0      Y
## 725         Single          3968       13624                  4      Y
## 726        Married          4898        7505                  0      Y
## 727        Married          2973       21222                  5      Y
## 728       Divorced          3815        5972                  1      Y
## 729         Single          2340       23213                  1      Y
## 730        Married          2523       19299                  0      Y
## 731       Divorced          4765       23814                  4      Y
## 732        Married          5238       17778                  4      Y
## 733        Married          2863       19555                  1      Y
## 734        Married          4707       23914                  8      Y
## 735         Single          2972       22061                  1      Y
## 736         Single          6500       26997                  0      Y
## 737        Married         12031        8828                  0      Y
## 738         Single          5171       16490                  5      Y
## 739        Married          4601        6179                  1      Y
## 740         Single          3681       14004                  4      Y
## 741        Married          8639       24835                  2      Y
## 742       Divorced         11557       25291                  9      Y
## 743        Married          4285        3031                  1      Y
## 744         Single          3295       12862                  1      Y
## 745       Divorced          4907       13684                  0      Y
## 746       Divorced          2296       10036                  0      Y
## 747       Divorced          2335        3157                  4      Y
## 748         Single          5343       25755                  0      Y
## 749       Divorced          3907        3622                  1      Y
## 750         Single          2500       10515                  0      Y
## 751         Single          2323       17205                  1      Y
## 752         Single          2302        8319                  1      Y
## 753        Married         11245       20689                  2      Y
## 754        Married          7314       14011                  5      Y
## 755        Married         13549       24001                  9      Y
## 756         Single          3708        2104                  2      Y
## 757        Married          4014       19170                  1      Y
## 758        Married          6651       21534                  2      Y
## 759        Married          3306       26176                  7      Y
## 760         Single         18824        2493                  2      Y
## 761         Single          2404       11479                  6      Y
## 762        Married         16752       12982                  1      Y
## 763         Single          6151       22074                  1      Y
## 764        Married          6347       24920                  0      Y
## 765        Married          3737        2243                  0      Y
## 766         Single          5769       23447                  1      Y
## 767        Married          3376       18863                  1      Y
## 768       Divorced         10932       11373                  3      Y
## 769       Divorced          7379       17433                  2      Y
## 770        Married          5593       17970                  1      Y
## 771         Single          4682        4317                  3      Y
## 772       Divorced         10453        2137                  1      Y
## 773         Single         10938        6420                  0      Y
## 774        Married          3388       21777                  0      Y
## 775        Married         10124       18611                  2      Y
## 776         Single          3505       19630                  1      Y
## 777       Divorced          2064       15428                  0      Y
## 778       Divorced          2827       14947                  1      Y
## 779         Single          2570       11925                  1      Y
## 780        Married          4787       26124                  9      Y
## 781         Single          3140       21728                  1      Y
## 782         Single          4553       20978                  1      Y
## 783       Divorced          2277       22650                  3      Y
## 784        Married          4539        4905                  1      Y
## 785        Married          4978        3536                  7      Y
## 786         Single         16422        8847                  3      Y
## 787        Married         13116       22984                  2      Y
## 788        Married          4941       17747                  2      Y
## 789        Married         19038       19805                  8      Y
## 790         Single          2096       18830                  1      Y
## 791        Married          4789       23070                  4      Y
## 792         Single          2311        5711                  2      Y
## 793        Married          7756       14199                  3      Y
## 794       Divorced         10096        8202                  1      Y
## 795       Divorced          6804       23793                  1      Y
## 796         Single          3348        3164                  1      Y
## 797        Married         13496        7501                  0      Y
## 798        Married          2398       15999                  1      Y
## 799         Single          1859        6148                  1      Y
## 800       Divorced          6842       26308                  6      Y
## 801        Married          5376        3193                  2      Y
## 802         Single          6582        8346                  4      Y
## 803        Married         17068        5355                  1      Y
## 804         Single          9582       10333                  0      Y
## 805        Married          2042       25043                  4      Y
## 806        Married          8321       25949                  7      Y
## 807        Married          6232       12477                  2      Y
## 808        Married          2323       11992                  1      Y
## 809        Married          2862        3811                  1      Y
## 810        Married          3058       13364                  0      Y
## 811       Divorced          3072       11012                  1      Y
## 812        Married          3229        4910                  4      Y
## 813       Divorced          4260        5915                  1      Y
## 814        Married         19658        5220                  3      Y
## 815        Married          2899       12102                  0      Y
## 816        Married          2781        6311                  0      Y
## 817         Single          6877       20234                  5      Y
## 818        Married         11691       25995                  0      Y
## 819         Single          2720       11162                  0      Y
## 820         Single          9854       23352                  3      Y
## 821        Married          3312       18783                  3      Y
## 822       Divorced          6931       10732                  2      Y
## 823        Married          6712        8978                  1      Y
## 824        Married          2610        6233                  1      Y
## 825        Married          4663       12421                  9      Y
## 826       Divorced         19627       21445                  9      Y
## 827        Married          8161       19002                  2      Y
## 828         Single          4538        6039                  0      Y
## 829        Married          2468       15963                  4      Y
## 830        Married         18200        7999                  1      Y
## 831        Married          3633       14039                  1      Y
## 832         Single          1675       26820                  1      Y
## 833        Married          3196       12449                  1      Y
## 834         Single          2552        7172                  1      Y
## 835       Divorced         13577       25592                  1      Y
## 836       Divorced          8834       24666                  1      Y
## 837        Married          2996        5182                  7      Y
## 838         Single          5337       19921                  1      Y
## 839       Divorced         10333       19271                  8      Y
## 840        Married         19665       13583                  4      Y
## 841         Single          1420       25233                  1      Y
## 842         Single          7988        9769                  1      Y
## 843        Married         13826       19028                  3      Y
## 844       Divorced          8500        5494                  0      Y
## 845         Single          6029       25353                  5      Y
## 846       Divorced          4558       13535                  1      Y
## 847         Single          1483       16102                  1      Y
## 848       Divorced          9613       10942                  0      Y
## 849        Married          6380        6110                  2      Y
## 850        Married          2544        7102                  0      Y
## 851        Married          4559       24788                  3      Y
## 852         Single          2206       16117                  1      Y
## 853         Single          4193       12682                  0      Y
## 854         Single          5661        4824                  0      Y
## 855        Married          4788       25388                  0      Y
## 856        Married          2404       16192                  1      Y
## 857         Single          2657        8556                  5      Y
## 858        Married          8943       14034                  1      Y
## 859        Married          2238        6961                  2      Y
## 860        Married          7978       14075                  1      Y
## 861         Single          2838        4257                  0      Y
## 862         Single         10231       20364                  3      Y
## 863         Single          5304        4652                  8      Y
## 864       Divorced         13770       10225                  9      Y
## 865        Married          9380       14720                  4      Y
## 866         Single          7898       18706                  1      Y
## 867        Married          4465       12069                  0      Y
## 868        Married          4591       24200                  3      Y
## 869        Married          4477       20100                  4      Y
## 870         Single          4425       15986                  5      Y
## 871        Married          3407       25348                  1      Y
## 872        Married          3600        8429                  1      Y
## 873       Divorced          2377       19373                  1      Y
## 874         Single         16659       23258                  2      Y
## 875       Divorced          8620       23757                  1      Y
## 876         Single          7484       25796                  3      Y
## 877       Divorced          3482       19788                  2      Y
## 878        Married          5377        3835                  2      Y
## 879         Single          6812       17198                  1      Y
## 880        Married          9824       22908                  3      Y
## 881       Divorced          3617       25063                  8      Y
## 882         Single          2501       18775                  1      Y
## 883       Divorced          3055        6194                  5      Y
## 884        Married         17639        6881                  5      Y
## 885         Single          6388       22049                  2      Y
## 886         Single          4332       14811                  1      Y
## 887         Single          4320       24152                  1      Y
## 888       Divorced         16124        3423                  3      Y
## 889         Single          5160       21519                  4      Y
## 890        Married          7654        5860                  1      Y
## 891         Single          2837       15919                  1      Y
## 892       Divorced         17399        6615                  9      Y
## 893         Single          4440       25198                  6      Y
## 894        Married          2145        2097                  0      Y
## 895       Divorced         10851       19863                  2      Y
## 896         Single          9980       15318                  1      Y
## 897        Married          6430       20794                  6      Y
## 898         Single          3447       24444                  1      Y
## 899        Married          5507       16822                  2      Y
## 900         Single          2422       25725                  0      Y
## 901         Single          4930       13970                  0      Y
## 902         Single          5562        9697                  6      Y
## 903         Single          7880        2560                  0      Y
## 904        Married          2705        9696                  0      Y
## 905         Single          1416       17258                  1      Y
## 906        Married          5301        2939                  8      Y
## 907        Married         13525       14864                  5      Y
## 908         Single          5399       14511                  4      Y
## 909        Married         19272       21141                  1      Y
## 910         Single         18265        8733                  6      Y
## 911         Single          4317        2302                  3      Y
## 912         Single          3117       26009                  1      Y
## 913       Divorced         14756       19730                  2      Y
## 914         Single         10512       20002                  6      Y
## 915        Married          3346       11873                  4      Y
## 916        Married         19161       13738                  3      Y
## 917        Married         16555       10310                  2      Y
## 918        Married          4189        8800                  1      Y
## 919         Single          3500       25470                  0      Y
## 920       Divorced          2007       25265                  1      Y
## 921        Married         16856       10084                  1      Y
## 922        Married          2909       23159                  1      Y
## 923       Divorced          2314        9148                  0      Y
## 924        Married          4936       14862                  4      Y
## 925        Married          5902       14590                  4      Y
## 926       Divorced         19197        8213                  1      Y
## 927         Single          2686        5207                  1      Y
## 928        Married          2097       16734                  4      Y
## 929       Divorced          7140        3088                  2      Y
## 930        Married          2818        5044                  2      Y
## 931        Married         18041       13022                  0      Y
## 932        Married          3477       18103                  1      Y
## 933         Single          2600       18275                  1      Y
## 934         Single         13758        2447                  0      Y
## 935         Single         11244       21072                  2      Y
## 936         Single          5324       26507                  5      Y
## 937         Single         14275       20206                  6      Y
## 938        Married          9998       19293                  6      Y
## 939        Married          2400        5530                  0      Y
## 940        Married          2372        5628                  6      Y
## 941         Single          6540       19394                  9      Y
## 942         Single          4541        7744                  1      Y
## 943       Divorced          5485       22670                  9      Y
## 944        Married          4284       13588                  5      Y
## 945        Married          5562       21782                  4      Y
## 946         Single          2080        4732                  2      Y
## 947        Married          6755        2967                  2      Y
## 948         Single          4968       26427                  0      Y
## 949        Married          3692        9256                  1      Y
## 950        Married          2143       25527                  4      Y
## 951        Married          5429       17491                  4      Y
## 952       Divorced          9725       12278                  0      Y
## 953       Divorced          3072       19877                  2      Y
## 954        Married          4490       21833                  4      Y
## 955        Married          5415       15972                  3      Y
## 956        Married         13247        9731                  2      Y
## 957         Single         11994       21293                  0      Y
## 958         Single         19068       21030                  1      Y
## 959         Single         10965       12066                  8      Y
## 960         Single          5326        3064                  6      Y
## 961        Married          7879       14810                  1      Y
## 962        Married          6472        8989                  1      Y
## 963         Single          3445        6152                  1      Y
## 964        Married         18172        9755                  3      Y
## 965        Married          4639       11262                  1      Y
## 966       Divorced          4127       19188                  2      Y
## 967       Divorced         10883       20467                  3      Y
## 968        Married          5151       12315                  1      Y
## 969         Single          2058       19757                  0      Y
## 970         Single          1261       22262                  1      Y
## 971         Single         13591       14674                  3      Y
## 972         Single          8474       20925                  1      Y
## 973        Married          3691        4605                  1      Y
## 974        Married         17584       21016                  3      Y
## 975        Married          2033       14470                  1      Y
## 976        Married          5472        3334                  1      Y
## 977        Married          5562       19711                  3      Y
## 978       Divorced          6583       20115                  2      Y
## 979       Divorced          2073       23648                  4      Y
## 980         Single         17328       13871                  2      Y
## 981        Married          4614       23288                  0      Y
## 982         Single          8095       18264                  0      Y
## 983       Divorced          5731       17171                  7      Y
## 984        Married          6261        4185                  3      Y
## 985        Married         17875       11761                  4      Y
## 986        Married          6804       23683                  3      Y
## 987        Married          3579        9369                  0      Y
## 988        Married          7639       24525                  1      Y
## 989       Divorced          2694       26551                  1      Y
## 990         Single         13872       24409                  0      Y
## 991        Married          4440        7636                  0      Y
## 992        Married          7969       19609                  2      Y
## 993        Married         19331       19519                  4      Y
## 994        Married          2571       12290                  4      Y
## 995        Married          4639        2261                  2      Y
## 996        Married         11836       22789                  5      Y
## 997         Single          2642        2755                  1      Y
## 998        Married         17046        9314                  0      Y
## 999        Married         19406        8509                  4      Y
## 1000       Married          4374       15411                  0      Y
## 1001       Married          2339        3666                  8      Y
## 1002       Married         16328       22074                  3      Y
## 1003        Single         13964       17810                  7      Y
## 1004        Single          9907       26186                  7      Y
## 1005       Married         10239       18092                  3      Y
## 1006      Divorced         11996       19100                  7      Y
## 1007       Married          6586        4821                  0      Y
## 1008       Married          4841       24052                  4      Y
## 1009       Married          4621        5869                  1      Y
## 1010        Single          7991       25166                  8      Y
## 1011      Divorced          2348       10901                  8      Y
## 1012      Divorced         18430       16225                  1      Y
## 1013        Single          7945       19948                  6      Y
## 1014        Single          3038       12430                  3      Y
## 1015      Divorced          7441       20933                  1      Y
## 1016        Single          9355        9558                  1      Y
## 1017        Single          4272        9558                  4      Y
## 1018        Single          1359       16154                  1      Y
## 1019        Single          3310        4488                  1      Y
## 1020       Married         19586       23037                  1      Y
## 1021       Married          2911       14776                  1      Y
## 1022        Single          2450       10919                  2      Y
## 1023       Married         13503       14115                  1      Y
## 1024        Single          9667        2739                  9      Y
## 1025        Single          2342       22929                  0      Y
## 1026       Married          2218       16193                  1      Y
## 1027      Divorced          2029       15891                  1      Y
## 1028        Single          9094       17235                  2      Y
## 1029        Single          1232       19281                  1      Y
## 1030       Married          9884        8302                  2      Y
## 1031       Married          6516        5041                  2      Y
## 1032       Married          6549        3173                  1      Y
## 1033        Single          2960       17102                  2      Y
## 1034      Divorced          3339       17285                  3      Y
## 1035       Married          5231       23726                  2      Y
## 1036        Single          2201       18168                  9      Y
## 1037      Divorced         19847       19196                  4      Y
## 1038       Married          6349       22107                  0      Y
## 1039       Married          3221        3297                  1      Y
## 1040        Single          4859        6698                  1      Y
## 1041        Single          3424       21632                  7      Y
## 1042       Married          2362       14669                  4      Y
## 1043        Single          6811       23398                  8      Y
## 1044        Single          2288        6319                  1      Y
## 1045      Divorced          3816       17881                  1      Y
## 1046       Married          5130       24907                  1      Y
## 1047       Married          3580       10554                  2      Y
## 1048       Married          2690        7713                  1      Y
## 1049       Married         19513        9358                  4      Y
## 1050       Married         13320       11737                  3      Y
## 1051      Divorced          4364        5288                  3      Y
## 1052      Divorced          2645       21923                  1      Y
## 1053       Married          3690        3425                  2      Y
## 1054      Divorced          8938       12227                  2      Y
## 1055      Divorced         14336        4345                  1      Y
## 1056        Single          8381        7507                  7      Y
## 1057        Single         16704       17119                  1      Y
## 1058        Single          3033       12828                  1      Y
## 1059      Divorced         10502        9659                  7      Y
## 1060        Single          4534       13352                  0      Y
## 1061      Divorced          5209       19760                  1      Y
## 1062      Divorced          3069       10302                  0      Y
## 1063       Married          5208       26312                  1      Y
## 1064       Married          2821        2997                  3      Y
## 1065       Married          2096       26376                  1      Y
## 1066        Single          3983        7621                  0      Y
## 1067      Divorced          9950       11533                  9      Y
## 1068       Married          4345        4381                  0      Y
## 1069      Divorced         14026       17588                  1      Y
## 1070       Married          2897       22474                  3      Y
## 1071      Divorced         19419        3735                  2      Y
## 1072       Married          2044        5531                  1      Y
## 1073      Divorced          2232       15417                  7      Y
## 1074      Divorced         10252        4235                  2      Y
## 1075       Married         12965       22308                  4      Y
## 1076       Married          3929        6984                  8      Y
## 1077        Single          5253       20750                  1      Y
## 1078        Single          5147       10697                  8      Y
## 1079        Single          4198       16379                  2      Y
## 1080      Divorced         19517       24118                  3      Y
## 1081        Single          3102        6582                  0      Y
## 1082       Married          3697        9278                  9      Y
## 1083        Single          5980       26085                  6      Y
## 1084       Married          5175       22162                  5      Y
## 1085      Divorced          2576       20490                  3      Y
## 1086       Married          2308        4944                  0      Y
## 1087       Married          2451       22376                  6      Y
## 1088       Married          6179       21057                  1      Y
## 1089      Divorced          2904       16092                  1      Y
## 1090        Single          7779       23238                  2      Y
## 1091      Divorced          6118        5431                  1      Y
## 1092      Divorced          2297       17967                  1      Y
## 1093       Married         19232        4933                  1      Y
## 1094        Single         19537        6462                  7      Y
## 1095       Married          4775       19146                  6      Y
## 1096       Married          7632       14295                  4      Y
## 1097        Single          4249        2690                  1      Y
## 1098       Married          5689       24594                  1      Y
## 1099       Married          7457       13273                  2      Y
## 1100      Divorced          3034       26914                  1      Y
## 1101      Divorced          2074       26619                  1      Y
## 1102       Married          4194       14363                  1      Y
## 1103      Divorced         19190       17477                  1      Y
## 1104        Single          4230       19225                  0      Y
## 1105       Married          5617       21075                  1      Y
## 1106        Single          2506       13301                  3      Y
## 1107        Single          2496        6670                  4      Y
## 1108       Married          9715        7288                  3      Y
## 1109        Single         19045       18938                  0      Y
## 1110        Single         16835        9873                  3      Y
## 1111        Single          3375       17624                  0      Y
## 1112        Single          2718       17674                  2      Y
## 1113       Married         19237       12853                  2      Y
## 1114        Single          9278       20763                  3      Y
## 1115      Divorced          5605        8504                  1      Y
## 1116       Married          5488       20161                  1      Y
## 1117       Married          3722       21081                  6      Y
## 1118       Married          2659       17759                  1      Y
## 1119        Single          7446        8931                  1      Y
## 1120       Married          3506        6020                  0      Y
## 1121        Single          2313        2993                  4      Y
## 1122      Divorced         19973       20284                  1      Y
## 1123      Divorced         19141        8861                  3      Y
## 1124       Married          1706       16571                  1      Y
## 1125       Married         17465       15596                  3      Y
## 1126        Single         10496        2755                  6      Y
## 1127       Married          6434        5118                  4      Y
## 1128        Single          4695       12858                  7      Y
## 1129        Single          5828        8450                  1      Y
## 1130      Divorced         16823       18991                  2      Y
## 1131      Divorced         14732       12414                  2      Y
## 1132      Divorced          9852        8935                  1      Y
## 1133        Single         17444       20489                  1      Y
## 1134      Divorced          6728       14255                  7      Y
## 1135      Divorced          4011        8232                  0      Y
## 1136       Married          2132        4585                  4      Y
## 1137       Married          7005        3458                  3      Y
## 1138      Divorced          5460        6219                  4      Y
## 1139        Single          3646       17181                  2      Y
## 1140      Divorced         10388        6975                  1      Y
## 1141       Married          5405        4244                  2      Y
## 1142       Married          1601        3445                  1      Y
## 1143        Single          9936        3787                  0      Y
## 1144        Single          2716       25422                  1      Y
## 1145        Single          2564       18437                  1      Y
## 1146        Single          2062       19384                  3      Y
## 1147        Single          4294       11148                  1      Y
## 1148       Married          7510       16873                  1      Y
## 1149       Married          9610        3840                  3      Y
## 1150        Single          2871       23785                  1      Y
## 1151      Divorced          2367       18779                  5      Y
## 1152      Divorced          2720       18959                  1      Y
## 1153       Married         10686        8392                  6      Y
## 1154       Married          2942       12154                  2      Y
## 1155        Single          5765       17485                  5      Y
## 1156        Single          3989       20586                  1      Y
## 1157      Divorced          2778       17725                  4      Y
## 1158        Single          2478       20938                  1      Y
## 1159      Divorced          3161       19920                  3      Y
## 1160       Married          2773       12145                  0      Y
## 1161        Single          5933        5197                  9      Y
## 1162      Divorced          2782       19905                  0      Y
## 1163       Married          2141        5348                  1      Y
## 1164       Married          5390       13243                  2      Y
## 1165       Married          2061       11133                  1      Y
## 1166        Single          2519       12287                  4      Y
## 1167        Single          5010       24301                  1      Y
## 1168        Single          2293       10558                  1      Y
## 1169       Married         19202       15970                  0      Y
## 1170       Married          4537       17783                  0      Y
##      OverTime PercentSalaryHike PerformanceRating RelationshipSatisfaction
## 1          No                11                 3                        3
## 2          No                14                 3                        1
## 3          No                11                 3                        3
## 4          No                19                 3                        3
## 5         Yes                13                 3                        3
## 6          No                21                 4                        3
## 7         Yes                12                 3                        1
## 8         Yes                14                 3                        3
## 9         Yes                19                 3                        4
## 10         No                14                 3                        2
## 11         No                13                 3                        4
## 12         No                15                 3                        2
## 13         No                21                 4                        2
## 14         No                18                 3                        1
## 15         No                12                 3                        3
## 16         No                13                 3                        4
## 17         No                12                 3                        3
## 18         No                14                 3                        3
## 19        Yes                14                 3                        1
## 20         No                15                 3                        4
## 21        Yes                11                 3                        3
## 22         No                12                 3                        4
## 23        Yes                13                 3                        2
## 24         No                13                 3                        4
## 25         No                14                 3                        1
## 26         No                11                 3                        3
## 27         No                11                 3                        4
## 28        Yes                17                 3                        1
## 29        Yes                13                 3                        2
## 30         No                18                 3                        1
## 31         No                17                 3                        4
## 32         No                18                 3                        4
## 33        Yes                12                 3                        2
## 34         No                12                 3                        2
## 35         No                24                 4                        2
## 36         No                20                 4                        3
## 37         No                17                 3                        3
## 38        Yes                13                 3                        2
## 39         No                14                 3                        1
## 40         No                12                 3                        1
## 41         No                22                 4                        4
## 42         No                13                 3                        1
## 43        Yes                16                 3                        2
## 44         No                22                 4                        4
## 45         No                22                 4                        4
## 46         No                13                 3                        3
## 47         No                15                 3                        2
## 48        Yes                14                 3                        2
## 49        Yes                14                 3                        4
## 50         No                18                 3                        4
## 51         No                17                 3                        4
## 52        Yes                21                 4                        3
## 53         No                13                 3                        4
## 54         No                12                 3                        2
## 55         No                23                 4                        4
## 56         No                20                 4                        2
## 57        Yes                12                 3                        4
## 58        Yes                18                 3                        4
## 59        Yes                18                 3                        1
## 60        Yes                14                 3                        4
## 61        Yes                11                 3                        1
## 62         No                12                 3                        1
## 63         No                19                 3                        3
## 64         No                16                 3                        3
## 65         No                13                 3                        1
## 66        Yes                12                 3                        4
## 67         No                13                 3                        2
## 68         No                13                 3                        3
## 69         No                13                 3                        4
## 70         No                12                 3                        2
## 71         No                22                 4                        1
## 72         No                18                 3                        4
## 73        Yes                13                 3                        1
## 74        Yes                11                 3                        1
## 75        Yes                19                 3                        3
## 76         No                23                 4                        4
## 77        Yes                14                 3                        4
## 78         No                15                 3                        2
## 79         No                12                 3                        4
## 80        Yes                11                 3                        3
## 81         No                15                 3                        1
## 82         No                16                 3                        2
## 83         No                11                 3                        4
## 84        Yes                13                 3                        1
## 85        Yes                11                 3                        4
## 86        Yes                13                 3                        1
## 87         No                12                 3                        4
## 88        Yes                24                 4                        4
## 89         No                15                 3                        4
## 90         No                12                 3                        4
## 91        Yes                23                 4                        3
## 92         No                13                 3                        1
## 93        Yes                15                 3                        2
## 94        Yes                16                 3                        3
## 95         No                15                 3                        2
## 96         No                25                 4                        3
## 97         No                12                 3                        4
## 98         No                14                 3                        4
## 99         No                13                 3                        3
## 100        No                17                 3                        1
## 101        No                14                 3                        2
## 102        No                18                 3                        1
## 103        No                15                 3                        1
## 104        No                16                 3                        1
## 105        No                12                 3                        2
## 106        No                22                 4                        2
## 107        No                13                 3                        1
## 108       Yes                18                 3                        1
## 109        No                22                 4                        4
## 110        No                14                 3                        4
## 111       Yes                14                 3                        4
## 112        No                15                 3                        2
## 113        No                19                 3                        4
## 114        No                11                 3                        1
## 115       Yes                15                 3                        4
## 116       Yes                13                 3                        4
## 117        No                14                 3                        2
## 118       Yes                13                 3                        1
## 119        No                12                 3                        1
## 120        No                11                 3                        4
## 121        No                14                 3                        1
## 122       Yes                11                 3                        4
## 123       Yes                12                 3                        3
## 124        No                20                 4                        1
## 125        No                18                 3                        1
## 126       Yes                11                 3                        4
## 127       Yes                22                 4                        2
## 128        No                13                 3                        4
## 129       Yes                14                 3                        1
## 130        No                12                 3                        4
## 131       Yes                13                 3                        2
## 132        No                12                 3                        3
## 133        No                11                 3                        4
## 134        No                21                 4                        3
## 135        No                11                 3                        2
## 136        No                24                 4                        4
## 137       Yes                11                 3                        4
## 138        No                11                 3                        3
## 139       Yes                21                 4                        4
## 140        No                12                 3                        1
## 141       Yes                12                 3                        1
## 142        No                12                 3                        4
## 143        No                13                 3                        2
## 144        No                14                 3                        2
## 145        No                20                 4                        2
## 146        No                14                 3                        1
## 147        No                13                 3                        4
## 148        No                13                 3                        4
## 149        No                22                 4                        4
## 150        No                21                 4                        2
## 151        No                17                 3                        3
## 152        No                12                 3                        4
## 153        No                14                 3                        3
## 154        No                12                 3                        1
## 155        No                14                 3                        2
## 156       Yes                12                 3                        2
## 157        No                14                 3                        3
## 158        No                11                 3                        4
## 159        No                11                 3                        3
## 160       Yes                17                 3                        3
## 161       Yes                12                 3                        3
## 162        No                12                 3                        1
## 163        No                12                 3                        4
## 164       Yes                13                 3                        3
## 165        No                15                 3                        3
## 166        No                13                 3                        4
## 167        No                16                 3                        2
## 168        No                19                 3                        3
## 169       Yes                12                 3                        2
## 170        No                22                 4                        1
## 171        No                23                 4                        4
## 172        No                18                 3                        3
## 173        No                11                 3                        4
## 174       Yes                14                 3                        4
## 175        No                13                 3                        3
## 176       Yes                11                 3                        3
## 177       Yes                13                 3                        4
## 178       Yes                14                 3                        2
## 179        No                14                 3                        4
## 180        No                22                 4                        3
## 181        No                18                 3                        2
## 182        No                15                 3                        4
## 183        No                12                 3                        4
## 184        No                18                 3                        4
## 185        No                11                 3                        1
## 186        No                23                 4                        4
## 187        No                17                 3                        3
## 188        No                14                 3                        3
## 189        No                14                 3                        1
## 190        No                15                 3                        2
## 191        No                13                 3                        4
## 192        No                14                 3                        4
## 193        No                14                 3                        3
## 194        No                14                 3                        1
## 195        No                12                 3                        4
## 196        No                11                 3                        2
## 197        No                23                 4                        2
## 198        No                17                 3                        2
## 199        No                14                 3                        4
## 200        No                21                 4                        4
## 201       Yes                16                 3                        4
## 202        No                17                 3                        2
## 203        No                12                 3                        3
## 204       Yes                13                 3                        4
## 205        No                11                 3                        1
## 206       Yes                13                 3                        4
## 207        No                13                 3                        2
## 208       Yes                19                 3                        2
## 209        No                14                 3                        4
## 210       Yes                13                 3                        3
## 211        No                23                 4                        3
## 212        No                13                 3                        2
## 213        No                17                 3                        1
## 214       Yes                13                 3                        4
## 215        No                13                 3                        4
## 216        No                14                 3                        3
## 217        No                19                 3                        3
## 218        No                11                 3                        2
## 219        No                14                 3                        3
## 220       Yes                20                 4                        2
## 221        No                22                 4                        3
## 222        No                14                 3                        4
## 223       Yes                25                 4                        3
## 224        No                14                 3                        4
## 225        No                19                 3                        4
## 226        No                13                 3                        3
## 227        No                12                 3                        3
## 228       Yes                16                 3                        1
## 229        No                21                 4                        1
## 230       Yes                19                 3                        2
## 231        No                19                 3                        1
## 232        No                13                 3                        1
## 233        No                11                 3                        3
## 234        No                14                 3                        4
## 235       Yes                12                 3                        4
## 236        No                11                 3                        3
## 237        No                11                 3                        1
## 238       Yes                12                 3                        4
## 239        No                14                 3                        3
## 240        No                15                 3                        3
## 241       Yes                21                 4                        4
## 242        No                22                 4                        3
## 243        No                23                 4                        4
## 244        No                12                 3                        1
## 245       Yes                15                 3                        3
## 246        No                14                 3                        3
## 247       Yes                14                 3                        3
## 248        No                14                 3                        2
## 249       Yes                14                 3                        1
## 250        No                16                 3                        2
## 251        No                12                 3                        3
## 252        No                13                 3                        4
## 253        No                14                 3                        4
## 254        No                17                 3                        3
## 255        No                11                 3                        3
## 256        No                13                 3                        3
## 257        No                11                 3                        3
## 258        No                14                 3                        2
## 259       Yes                13                 3                        4
## 260       Yes                19                 3                        3
## 261        No                14                 3                        3
## 262        No                13                 3                        3
## 263       Yes                13                 3                        3
## 264        No                15                 3                        2
## 265        No                12                 3                        3
## 266        No                13                 3                        3
## 267        No                14                 3                        4
## 268        No                12                 3                        1
## 269        No                20                 4                        3
## 270        No                15                 3                        3
## 271        No                22                 4                        2
## 272        No                12                 3                        3
## 273        No                21                 4                        4
## 274        No                13                 3                        1
## 275        No                11                 3                        4
## 276        No                13                 3                        4
## 277        No                13                 3                        4
## 278        No                19                 3                        1
## 279       Yes                11                 3                        4
## 280       Yes                16                 3                        2
## 281       Yes                17                 3                        1
## 282       Yes                13                 3                        3
## 283        No                17                 3                        4
## 284        No                12                 3                        4
## 285        No                13                 3                        4
## 286       Yes                12                 3                        2
## 287       Yes                23                 4                        1
## 288        No                11                 3                        3
## 289        No                14                 3                        3
## 290        No                16                 3                        2
## 291        No                14                 3                        4
## 292        No                15                 3                        3
## 293        No                16                 3                        4
## 294        No                18                 3                        1
## 295       Yes                21                 4                        4
## 296       Yes                11                 3                        3
## 297        No                17                 3                        3
## 298       Yes                24                 4                        4
## 299       Yes                22                 4                        1
## 300       Yes                13                 3                        4
## 301        No                14                 3                        4
## 302        No                22                 4                        4
## 303        No                12                 3                        4
## 304        No                19                 3                        2
## 305        No                24                 4                        1
## 306        No                17                 3                        4
## 307        No                18                 3                        2
## 308        No                17                 3                        4
## 309       Yes                14                 3                        4
## 310        No                22                 4                        3
## 311        No                17                 3                        2
## 312        No                15                 3                        3
## 313        No                12                 3                        1
## 314        No                17                 3                        3
## 315        No                14                 3                        4
## 316       Yes                17                 3                        3
## 317        No                18                 3                        4
## 318        No                12                 3                        2
## 319       Yes                12                 3                        4
## 320       Yes                12                 3                        4
## 321        No                20                 4                        3
## 322        No                12                 3                        4
## 323        No                12                 3                        2
## 324       Yes                23                 4                        1
## 325        No                16                 3                        3
## 326        No                19                 3                        3
## 327       Yes                14                 3                        4
## 328       Yes                17                 3                        3
## 329       Yes                16                 3                        3
## 330        No                14                 3                        3
## 331        No                14                 3                        1
## 332        No                11                 3                        3
## 333       Yes                12                 3                        3
## 334        No                11                 3                        4
## 335        No                21                 4                        4
## 336        No                22                 4                        2
## 337        No                11                 3                        4
## 338        No                17                 3                        3
## 339       Yes                14                 3                        4
## 340        No                13                 3                        4
## 341       Yes                14                 3                        4
## 342       Yes                12                 3                        2
## 343        No                15                 3                        3
## 344        No                20                 4                        3
## 345        No                19                 3                        3
## 346        No                12                 3                        1
## 347        No                11                 3                        4
## 348        No                20                 4                        1
## 349        No                13                 3                        4
## 350        No                11                 3                        3
## 351        No                13                 3                        2
## 352        No                11                 3                        2
## 353       Yes                13                 3                        4
## 354       Yes                18                 3                        3
## 355       Yes                13                 3                        4
## 356        No                18                 3                        4
## 357        No                19                 3                        3
## 358        No                16                 3                        2
## 359       Yes                22                 4                        2
## 360        No                11                 3                        3
## 361        No                14                 3                        1
## 362        No                17                 3                        4
## 363        No                15                 3                        4
## 364        No                19                 3                        4
## 365        No                14                 3                        4
## 366        No                11                 3                        4
## 367        No                13                 3                        3
## 368        No                12                 3                        4
## 369        No                16                 3                        4
## 370        No                16                 3                        3
## 371        No                12                 3                        3
## 372        No                11                 3                        3
## 373        No                18                 3                        1
## 374        No                11                 3                        1
## 375        No                11                 3                        1
## 376       Yes                13                 3                        4
## 377        No                16                 3                        3
## 378       Yes                12                 3                        3
## 379       Yes                18                 3                        1
## 380       Yes                11                 3                        2
## 381        No                11                 3                        2
## 382        No                23                 4                        4
## 383        No                11                 3                        1
## 384        No                13                 3                        3
## 385       Yes                12                 3                        3
## 386        No                13                 3                        2
## 387        No                14                 3                        1
## 388        No                12                 3                        2
## 389        No                15                 3                        3
## 390       Yes                11                 3                        3
## 391        No                17                 3                        2
## 392       Yes                19                 3                        3
## 393       Yes                13                 3                        4
## 394        No                19                 3                        4
## 395       Yes                14                 3                        4
## 396       Yes                18                 3                        2
## 397        No                13                 3                        3
## 398        No                15                 3                        4
## 399        No                21                 4                        1
## 400       Yes                18                 3                        2
## 401        No                20                 4                        3
## 402        No                16                 3                        2
## 403        No                12                 3                        3
## 404        No                12                 3                        3
## 405        No                11                 3                        4
## 406       Yes                14                 3                        3
## 407        No                14                 3                        1
## 408        No                14                 3                        3
## 409        No                16                 3                        3
## 410        No                24                 4                        3
## 411        No                21                 4                        3
## 412        No                12                 3                        2
## 413        No                21                 4                        1
## 414        No                13                 3                        3
## 415        No                16                 3                        4
## 416        No                14                 3                        3
## 417        No                14                 3                        3
## 418        No                18                 3                        4
## 419        No                13                 3                        2
## 420        No                18                 3                        3
## 421        No                15                 3                        3
## 422       Yes                15                 3                        1
## 423       Yes                18                 3                        2
## 424        No                15                 3                        3
## 425        No                11                 3                        3
## 426        No                13                 3                        3
## 427        No                13                 3                        2
## 428        No                17                 3                        1
## 429       Yes                14                 3                        4
## 430        No                13                 3                        2
## 431       Yes                11                 3                        1
## 432        No                16                 3                        2
## 433        No                20                 4                        1
## 434        No                13                 3                        3
## 435        No                12                 3                        2
## 436        No                18                 3                        1
## 437        No                17                 3                        4
## 438        No                13                 3                        4
## 439       Yes                14                 3                        3
## 440        No                13                 3                        3
## 441       Yes                14                 3                        4
## 442        No                17                 3                        3
## 443        No                11                 3                        3
## 444       Yes                18                 3                        1
## 445       Yes                17                 3                        3
## 446        No                12                 3                        3
## 447        No                15                 3                        4
## 448        No                18                 3                        3
## 449        No                11                 3                        4
## 450        No                15                 3                        1
## 451       Yes                13                 3                        1
## 452        No                13                 3                        3
## 453       Yes                18                 3                        4
## 454        No                14                 3                        2
## 455        No                11                 3                        1
## 456        No                14                 3                        2
## 457        No                11                 3                        1
## 458       Yes                22                 4                        4
## 459        No                22                 4                        4
## 460        No                16                 3                        3
## 461        No                17                 3                        4
## 462        No                11                 3                        3
## 463        No                11                 3                        4
## 464        No                20                 4                        4
## 465       Yes                16                 3                        4
## 466       Yes                11                 3                        3
## 467       Yes                21                 4                        4
## 468        No                12                 3                        2
## 469        No                18                 3                        4
## 470        No                11                 3                        3
## 471        No                11                 3                        3
## 472       Yes                24                 4                        2
## 473       Yes                14                 3                        2
## 474        No                13                 3                        2
## 475        No                16                 3                        4
## 476       Yes                21                 4                        3
## 477        No                19                 3                        4
## 478        No                12                 3                        1
## 479        No                13                 3                        3
## 480       Yes                25                 4                        1
## 481        No                12                 3                        1
## 482       Yes                19                 3                        2
## 483       Yes                15                 3                        2
## 484       Yes                18                 3                        3
## 485        No                12                 3                        4
## 486       Yes                11                 3                        1
## 487        No                13                 3                        3
## 488        No                17                 3                        4
## 489       Yes                13                 3                        4
## 490        No                11                 3                        4
## 491       Yes                11                 3                        4
## 492       Yes                11                 3                        2
## 493        No                11                 3                        3
## 494        No                19                 3                        4
## 495       Yes                13                 3                        1
## 496        No                14                 3                        3
## 497        No                21                 4                        4
## 498       Yes                12                 3                        3
## 499        No                13                 3                        2
## 500        No                19                 3                        3
## 501       Yes                14                 3                        4
## 502       Yes                14                 3                        2
## 503       Yes                11                 3                        3
## 504        No                11                 3                        3
## 505        No                19                 3                        2
## 506        No                12                 3                        1
## 507       Yes                13                 3                        2
## 508        No                11                 3                        2
## 509        No                17                 3                        3
## 510        No                12                 3                        4
## 511        No                11                 3                        3
## 512        No                21                 4                        2
## 513        No                13                 3                        1
## 514       Yes                12                 3                        3
## 515        No                24                 4                        3
## 516        No                18                 3                        4
## 517       Yes                18                 3                        3
## 518        No                22                 4                        2
## 519        No                12                 3                        1
## 520        No                16                 3                        4
## 521        No                16                 3                        3
## 522       Yes                17                 3                        3
## 523        No                17                 3                        3
## 524       Yes                17                 3                        3
## 525        No                17                 3                        1
## 526        No                12                 3                        1
## 527       Yes                11                 3                        1
## 528       Yes                12                 3                        4
## 529        No                18                 3                        1
## 530       Yes                18                 3                        1
## 531        No                18                 3                        1
## 532        No                13                 3                        1
## 533        No                24                 4                        3
## 534        No                18                 3                        2
## 535       Yes                11                 3                        4
## 536        No                14                 3                        4
## 537        No                16                 3                        3
## 538       Yes                11                 3                        3
## 539       Yes                16                 3                        2
## 540        No                13                 3                        4
## 541        No                13                 3                        1
## 542        No                19                 3                        2
## 543       Yes                15                 3                        4
## 544        No                14                 3                        2
## 545        No                11                 3                        3
## 546        No                12                 3                        2
## 547        No                11                 3                        3
## 548        No                14                 3                        4
## 549        No                17                 3                        3
## 550        No                16                 3                        1
## 551        No                12                 3                        2
## 552        No                13                 3                        4
## 553        No                21                 4                        4
## 554        No                17                 3                        1
## 555        No                14                 3                        4
## 556       Yes                11                 3                        3
## 557        No                11                 3                        3
## 558       Yes                13                 3                        4
## 559        No                13                 3                        4
## 560        No                17                 3                        2
## 561        No                12                 3                        3
## 562       Yes                14                 3                        2
## 563        No                14                 3                        2
## 564        No                20                 4                        3
## 565        No                21                 4                        3
## 566       Yes                12                 3                        3
## 567        No                13                 3                        4
## 568        No                11                 3                        4
## 569        No                17                 3                        1
## 570       Yes                18                 3                        4
## 571        No                21                 4                        3
## 572        No                19                 3                        1
## 573       Yes                12                 3                        3
## 574        No                21                 4                        3
## 575        No                20                 4                        4
## 576        No                18                 3                        3
## 577        No                14                 3                        1
## 578        No                14                 3                        4
## 579        No                13                 3                        4
## 580       Yes                11                 3                        2
## 581        No                11                 3                        3
## 582        No                14                 3                        2
## 583       Yes                16                 3                        3
## 584       Yes                20                 4                        1
## 585       Yes                13                 3                        4
## 586       Yes                15                 3                        3
## 587       Yes                12                 3                        4
## 588        No                23                 4                        2
## 589        No                18                 3                        1
## 590       Yes                15                 3                        3
## 591       Yes                14                 3                        2
## 592       Yes                23                 4                        3
## 593        No                15                 3                        4
## 594        No                14                 3                        4
## 595        No                13                 3                        4
## 596        No                22                 4                        1
## 597        No                16                 3                        1
## 598        No                22                 4                        2
## 599       Yes                20                 4                        2
## 600       Yes                16                 3                        1
## 601        No                13                 3                        3
## 602        No                14                 3                        2
## 603       Yes                12                 3                        3
## 604        No                13                 3                        1
## 605        No                13                 3                        3
## 606        No                19                 3                        3
## 607        No                11                 3                        4
## 608       Yes                24                 4                        3
## 609        No                12                 3                        4
## 610        No                19                 3                        4
## 611        No                12                 3                        2
## 612       Yes                17                 3                        1
## 613        No                20                 4                        1
## 614       Yes                13                 3                        2
## 615        No                11                 3                        1
## 616        No                14                 3                        3
## 617        No                11                 3                        4
## 618       Yes                21                 4                        3
## 619        No                15                 3                        1
## 620        No                18                 3                        3
## 621       Yes                18                 3                        2
## 622       Yes                19                 3                        3
## 623        No                16                 3                        3
## 624       Yes                16                 3                        3
## 625        No                11                 3                        3
## 626        No                11                 3                        2
## 627       Yes                12                 3                        3
## 628       Yes                14                 3                        2
## 629        No                18                 3                        2
## 630        No                14                 3                        2
## 631        No                20                 4                        2
## 632        No                21                 4                        1
## 633       Yes                12                 3                        3
## 634        No                22                 4                        1
## 635        No                16                 3                        1
## 636        No                13                 3                        2
## 637        No                17                 3                        4
## 638        No                18                 3                        3
## 639       Yes                11                 3                        2
## 640        No                11                 3                        2
## 641        No                22                 4                        2
## 642        No                12                 3                        2
## 643        No                15                 3                        2
## 644       Yes                23                 4                        2
## 645        No                17                 3                        1
## 646        No                11                 3                        1
## 647        No                12                 3                        4
## 648        No                15                 3                        3
## 649        No                14                 3                        2
## 650       Yes                14                 3                        2
## 651        No                19                 3                        2
## 652       Yes                18                 3                        2
## 653        No                17                 3                        3
## 654        No                21                 4                        2
## 655        No                16                 3                        3
## 656       Yes                13                 3                        3
## 657        No                16                 3                        4
## 658        No                20                 4                        1
## 659       Yes                15                 3                        4
## 660        No                13                 3                        3
## 661        No                15                 3                        4
## 662        No                12                 3                        3
## 663       Yes                12                 3                        2
## 664        No                20                 4                        1
## 665        No                20                 4                        3
## 666       Yes                12                 3                        4
## 667        No                14                 3                        4
## 668        No                13                 3                        1
## 669        No                18                 3                        1
## 670        No                14                 3                        1
## 671        No                13                 3                        1
## 672        No                14                 3                        3
## 673        No                14                 3                        4
## 674       Yes                19                 3                        1
## 675        No                17                 3                        1
## 676        No                14                 3                        3
## 677        No                15                 3                        1
## 678        No                11                 3                        1
## 679        No                13                 3                        2
## 680        No                15                 3                        2
## 681        No                12                 3                        1
## 682        No                20                 4                        1
## 683        No                14                 3                        2
## 684       Yes                16                 3                        2
## 685        No                11                 3                        3
## 686        No                25                 4                        4
## 687       Yes                12                 3                        1
## 688        No                21                 4                        4
## 689        No                22                 4                        3
## 690        No                13                 3                        4
## 691        No                11                 3                        3
## 692       Yes                12                 3                        4
## 693        No                23                 4                        2
## 694       Yes                23                 4                        3
## 695        No                14                 3                        3
## 696       Yes                18                 3                        1
## 697        No                25                 4                        2
## 698        No                16                 3                        4
## 699       Yes                12                 3                        3
## 700        No                11                 3                        1
## 701        No                11                 3                        4
## 702        No                20                 4                        1
## 703       Yes                11                 3                        2
## 704       Yes                11                 3                        3
## 705        No                17                 3                        4
## 706        No                14                 3                        4
## 707        No                15                 3                        2
## 708        No                18                 3                        4
## 709        No                11                 3                        2
## 710        No                11                 3                        4
## 711       Yes                23                 4                        4
## 712        No                12                 3                        3
## 713        No                11                 3                        3
## 714        No                11                 3                        1
## 715        No                15                 3                        2
## 716        No                11                 3                        3
## 717        No                18                 3                        1
## 718        No                13                 3                        4
## 719       Yes                24                 4                        1
## 720        No                17                 3                        2
## 721        No                15                 3                        3
## 722        No                17                 3                        1
## 723        No                14                 3                        3
## 724        No                11                 3                        2
## 725        No                13                 3                        4
## 726        No                12                 3                        4
## 727        No                15                 3                        2
## 728       Yes                17                 3                        4
## 729       Yes                18                 3                        2
## 730        No                14                 3                        3
## 731        No                21                 4                        3
## 732       Yes                18                 3                        1
## 733        No                12                 3                        1
## 734        No                12                 3                        4
## 735        No                13                 3                        3
## 736        No                14                 3                        2
## 737        No                11                 3                        1
## 738        No                17                 3                        4
## 739        No                16                 3                        2
## 740        No                14                 3                        4
## 741        No                18                 3                        4
## 742        No                21                 4                        3
## 743        No                17                 3                        1
## 744        No                13                 3                        3
## 745       Yes                22                 4                        2
## 746        No                14                 3                        2
## 747       Yes                15                 3                        4
## 748        No                20                 4                        3
## 749        No                13                 3                        2
## 750        No                14                 3                        1
## 751       Yes                14                 3                        2
## 752       Yes                11                 3                        1
## 753       Yes                15                 3                        3
## 754        No                21                 4                        3
## 755        No                12                 3                        1
## 756        No                14                 3                        3
## 757       Yes                25                 4                        4
## 758        No                14                 3                        2
## 759        No                19                 3                        4
## 760       Yes                16                 3                        1
## 761       Yes                20                 4                        3
## 762       Yes                11                 3                        3
## 763        No                13                 3                        1
## 764        No                12                 3                        1
## 765        No                19                 3                        3
## 766       Yes                14                 3                        1
## 767        No                13                 3                        3
## 768        No                15                 3                        3
## 769        No                11                 3                        3
## 770        No                13                 3                        4
## 771        No                14                 3                        3
## 772        No                25                 4                        3
## 773        No                25                 4                        4
## 774       Yes                17                 3                        1
## 775       Yes                14                 3                        3
## 776        No                18                 3                        4
## 777        No                21                 4                        1
## 778        No                12                 3                        3
## 779        No                20                 4                        3
## 780       Yes                14                 3                        2
## 781       Yes                22                 4                        4
## 782        No                11                 3                        1
## 783       Yes                11                 3                        3
## 784        No                12                 3                        1
## 785        No                11                 3                        4
## 786        No                11                 3                        3
## 787        No                11                 3                        4
## 788        No                15                 3                        1
## 789        No                12                 3                        2
## 790        No                18                 3                        4
## 791        No                25                 4                        1
## 792        No                15                 3                        4
## 793       Yes                19                 3                        4
## 794        No                13                 3                        2
## 795       Yes                15                 3                        1
## 796       Yes                11                 3                        1
## 797       Yes                14                 3                        2
## 798       Yes                17                 3                        3
## 799       Yes                25                 4                        2
## 800        No                20                 4                        1
## 801        No                19                 3                        1
## 802       Yes                13                 3                        3
## 803       Yes                14                 3                        4
## 804       Yes                22                 4                        1
## 805        No                12                 3                        3
## 806       Yes                13                 3                        4
## 807        No                11                 3                        2
## 808        No                24                 4                        1
## 809        No                12                 3                        2
## 810       Yes                16                 3                        4
## 811        No                11                 3                        3
## 812        No                11                 3                        2
## 813       Yes                12                 3                        4
## 814        No                11                 3                        3
## 815        No                19                 3                        4
## 816        No                13                 3                        2
## 817       Yes                24                 4                        2
## 818        No                11                 3                        4
## 819        No                13                 3                        4
## 820       Yes                11                 3                        4
## 821        No                17                 3                        4
## 822        No                14                 3                        4
## 823        No                21                 4                        4
## 824        No                12                 3                        3
## 825       Yes                12                 3                        2
## 826        No                17                 3                        4
## 827        No                13                 3                        1
## 828       Yes                12                 3                        4
## 829        No                14                 3                        2
## 830        No                11                 3                        3
## 831       Yes                15                 3                        3
## 832       Yes                19                 3                        4
## 833        No                12                 3                        3
## 834        No                25                 4                        3
## 835       Yes                15                 3                        4
## 836        No                13                 3                        4
## 837       Yes                15                 3                        4
## 838        No                12                 3                        4
## 839       Yes                12                 3                        3
## 840        No                12                 3                        4
## 841        No                13                 3                        3
## 842        No                13                 3                        1
## 843        No                22                 4                        3
## 844        No                11                 3                        4
## 845        No                12                 3                        1
## 846        No                12                 3                        4
## 847        No                14                 3                        4
## 848        No                17                 3                        1
## 849       Yes                12                 3                        1
## 850        No                18                 3                        1
## 851       Yes                11                 3                        3
## 852        No                13                 3                        1
## 853       Yes                12                 3                        4
## 854        No                19                 3                        3
## 855       Yes                11                 3                        4
## 856        No                13                 3                        1
## 857       Yes                11                 3                        3
## 858        No                24                 4                        1
## 859        No                21                 4                        4
## 860        No                11                 3                        4
## 861        No                14                 3                        2
## 862        No                14                 3                        4
## 863       Yes                13                 3                        2
## 864       Yes                12                 3                        4
## 865       Yes                18                 3                        4
## 866        No                11                 3                        3
## 867        No                18                 3                        1
## 868       Yes                17                 3                        3
## 869       Yes                19                 3                        3
## 870        No                11                 3                        4
## 871        No                17                 3                        4
## 872        No                13                 3                        4
## 873        No                20                 4                        3
## 874       Yes                13                 3                        3
## 875        No                14                 3                        3
## 876        No                20                 4                        3
## 877        No                15                 3                        2
## 878        No                13                 3                        4
## 879        No                19                 3                        2
## 880        No                12                 3                        1
## 881       Yes                14                 3                        4
## 882        No                17                 3                        2
## 883        No                15                 3                        4
## 884        No                16                 3                        4
## 885       Yes                17                 3                        1
## 886        No                12                 3                        4
## 887        No                13                 3                        4
## 888        No                14                 3                        2
## 889        No                16                 3                        3
## 890        No                18                 3                        1
## 891        No                13                 3                        3
## 892        No                22                 4                        3
## 893       Yes                19                 3                        4
## 894        No                14                 3                        4
## 895       Yes                18                 3                        2
## 896        No                14                 3                        4
## 897        No                19                 3                        2
## 898        No                11                 3                        3
## 899        No                16                 3                        3
## 900        No                17                 3                        1
## 901       Yes                14                 3                        3
## 902        No                14                 3                        4
## 903        No                18                 3                        4
## 904        No                16                 3                        2
## 905        No                13                 3                        1
## 906        No                15                 3                        3
## 907        No                14                 3                        4
## 908        No                12                 3                        3
## 909        No                15                 3                        1
## 910        No                12                 3                        3
## 911       Yes                20                 4                        2
## 912        No                18                 3                        3
## 913       Yes                14                 3                        3
## 914        No                12                 3                        4
## 915       Yes                20                 4                        2
## 916        No                15                 3                        4
## 917        No                13                 3                        4
## 918        No                14                 3                        1
## 919        No                14                 3                        1
## 920        No                13                 3                        3
## 921        No                11                 3                        1
## 922       Yes                11                 3                        3
## 923        No                12                 3                        2
## 924        No                11                 3                        3
## 925        No                14                 3                        3
## 926       Yes                14                 3                        3
## 927       Yes                13                 3                        3
## 928        No                15                 3                        3
## 929        No                11                 3                        1
## 930       Yes                24                 4                        3
## 931        No                14                 3                        4
## 932        No                14                 3                        4
## 933       Yes                15                 3                        1
## 934       Yes                12                 3                        2
## 935        No                25                 4                        2
## 936        No                15                 3                        3
## 937        No                18                 3                        3
## 938        No                13                 3                        1
## 939        No                13                 3                        3
## 940       Yes                16                 3                        4
## 941        No                19                 3                        3
## 942        No                25                 4                        2
## 943       Yes                11                 3                        2
## 944       Yes                22                 4                        3
## 945        No                13                 3                        2
## 946        No                11                 3                        2
## 947        No                11                 3                        3
## 948        No                16                 3                        4
## 949        No                12                 3                        3
## 950        No                13                 3                        2
## 951        No                13                 3                        1
## 952        No                11                 3                        4
## 953        No                16                 3                        1
## 954        No                11                 3                        4
## 955       Yes                19                 3                        4
## 956       Yes                11                 3                        2
## 957        No                11                 3                        3
## 958       Yes                18                 3                        4
## 959        No                24                 4                        3
## 960        No                17                 3                        3
## 961       Yes                19                 3                        2
## 962       Yes                15                 3                        4
## 963        No                11                 3                        3
## 964       Yes                19                 3                        1
## 965        No                15                 3                        3
## 966        No                18                 3                        4
## 967        No                20                 4                        3
## 968        No                25                 4                        4
## 969        No                14                 3                        4
## 970        No                12                 3                        3
## 971       Yes                18                 3                        3
## 972        No                22                 4                        3
## 973       Yes                15                 3                        2
## 974       Yes                16                 3                        4
## 975        No                18                 3                        3
## 976        No                12                 3                        2
## 977       Yes                13                 3                        4
## 978       Yes                11                 3                        4
## 979       Yes                22                 4                        4
## 980       Yes                12                 3                        3
## 981       Yes                18                 3                        3
## 982        No                13                 3                        4
## 983        No                13                 3                        3
## 984        No                18                 3                        1
## 985       Yes                13                 3                        3
## 986        No                18                 3                        3
## 987       Yes                21                 4                        1
## 988        No                22                 4                        4
## 989        No                11                 3                        3
## 990        No                13                 3                        3
## 991        No                15                 3                        1
## 992       Yes                14                 3                        3
## 993       Yes                16                 3                        3
## 994        No                17                 3                        3
## 995        No                16                 3                        4
## 996        No                14                 3                        3
## 997        No                11                 3                        3
## 998        No                15                 3                        2
## 999        No                11                 3                        3
## 1000       No                15                 3                        3
## 1001       No                11                 3                        4
## 1002       No                13                 3                        3
## 1003      Yes                12                 3                        4
## 1004      Yes                12                 3                        3
## 1005       No                14                 3                        4
## 1006       No                18                 3                        2
## 1007      Yes                17                 3                        1
## 1008       No                14                 3                        2
## 1009       No                19                 3                        4
## 1010       No                15                 3                        3
## 1011       No                18                 3                        3
## 1012       No                13                 3                        2
## 1013      Yes                15                 3                        4
## 1014       No                20                 4                        1
## 1015       No                12                 3                        1
## 1016       No                18                 3                        3
## 1017       No                19                 3                        1
## 1018       No                12                 3                        2
## 1019       No                21                 4                        4
## 1020       No                21                 4                        3
## 1021       No                13                 3                        3
## 1022       No                17                 3                        4
## 1023       No                22                 4                        4
## 1024       No                14                 3                        2
## 1025      Yes                20                 4                        4
## 1026       No                12                 3                        3
## 1027       No                20                 4                        3
## 1028      Yes                12                 3                        3
## 1029       No                14                 3                        4
## 1030      Yes                13                 3                        3
## 1031      Yes                16                 3                        2
## 1032       No                14                 3                        2
## 1033       No                11                 3                        3
## 1034      Yes                13                 3                        1
## 1035      Yes                13                 3                        2
## 1036       No                16                 3                        4
## 1037      Yes                24                 4                        1
## 1038      Yes                13                 3                        4
## 1039      Yes                11                 3                        3
## 1040       No                16                 3                        4
## 1041       No                13                 3                        3
## 1042       No                12                 3                        3
## 1043       No                19                 3                        1
## 1044       No                12                 3                        3
## 1045       No                11                 3                        2
## 1046       No                23                 4                        4
## 1047       No                16                 3                        2
## 1048       No                18                 3                        4
## 1049      Yes                12                 3                        1
## 1050      Yes                18                 3                        3
## 1051       No                14                 3                        1
## 1052       No                12                 3                        4
## 1053       No                15                 3                        4
## 1054       No                11                 3                        3
## 1055       No                11                 3                        3
## 1056       No                20                 4                        4
## 1057       No                11                 3                        3
## 1058       No                12                 3                        1
## 1059       No                17                 3                        1
## 1060       No                11                 3                        1
## 1061      Yes                12                 3                        2
## 1062       No                15                 3                        4
## 1063       No                11                 3                        4
## 1064       No                16                 3                        1
## 1065       No                11                 3                        3
## 1066       No                17                 3                        3
## 1067      Yes                15                 3                        3
## 1068       No                12                 3                        4
## 1069      Yes                11                 3                        2
## 1070       No                11                 3                        3
## 1071       No                17                 3                        2
## 1072       No                11                 3                        3
## 1073       No                14                 3                        3
## 1074      Yes                21                 4                        3
## 1075      Yes                20                 4                        4
## 1076      Yes                23                 4                        3
## 1077       No                16                 3                        4
## 1078       No                15                 3                        4
## 1079       No                12                 3                        2
## 1080       No                11                 3                        3
## 1081       No                22                 4                        3
## 1082       No                14                 3                        1
## 1083      Yes                12                 3                        4
## 1084       No                12                 3                        3
## 1085       No                16                 3                        2
## 1086      Yes                25                 4                        2
## 1087       No                18                 3                        1
## 1088      Yes                15                 3                        4
## 1089       No                12                 3                        3
## 1090       No                20                 4                        1
## 1091       No                13                 3                        3
## 1092       No                14                 3                        4
## 1093       No                11                 3                        4
## 1094       No                13                 3                        3
## 1095       No                22                 4                        1
## 1096      Yes                12                 3                        3
## 1097      Yes                11                 3                        2
## 1098      Yes                14                 3                        4
## 1099      Yes                22                 4                        3
## 1100       No                12                 3                        3
## 1101      Yes                12                 3                        4
## 1102      Yes                18                 3                        4
## 1103       No                14                 3                        4
## 1104       No                15                 3                        3
## 1105      Yes                11                 3                        3
## 1106       No                13                 3                        3
## 1107       No                11                 3                        4
## 1108       No                13                 3                        3
## 1109      Yes                14                 3                        3
## 1110       No                23                 4                        4
## 1111       No                12                 3                        4
## 1112       No                14                 3                        2
## 1113      Yes                11                 3                        4
## 1114      Yes                16                 3                        4
## 1115       No                11                 3                        1
## 1116      Yes                13                 3                        1
## 1117      Yes                13                 3                        3
## 1118      Yes                13                 3                        3
## 1119       No                11                 3                        1
## 1120      Yes                14                 3                        4
## 1121      Yes                20                 4                        2
## 1122       No                22                 4                        2
## 1123       No                15                 3                        2
## 1124       No                11                 3                        3
## 1125       No                12                 3                        4
## 1126       No                15                 3                        4
## 1127       No                17                 3                        4
## 1128      Yes                18                 3                        3
## 1129      Yes                12                 3                        2
## 1130       No                11                 3                        1
## 1131       No                13                 3                        4
## 1132      Yes                19                 3                        1
## 1133       No                11                 3                        4
## 1134       No                12                 3                        4
## 1135       No                18                 3                        4
## 1136       No                20                 4                        4
## 1137       No                15                 3                        3
## 1138       No                22                 4                        4
## 1139      Yes                23                 4                        2
## 1140      Yes                11                 3                        3
## 1141      Yes                20                 4                        1
## 1142      Yes                21                 4                        3
## 1143       No                19                 3                        2
## 1144       No                15                 3                        4
## 1145       No                12                 3                        3
## 1146       No                14                 3                        2
## 1147       No                12                 3                        2
## 1148       No                17                 3                        2
## 1149       No                13                 3                        3
## 1150       No                15                 3                        3
## 1151       No                12                 3                        1
## 1152       No                18                 3                        4
## 1153       No                11                 3                        2
## 1154       No                19                 3                        2
## 1155       No                11                 3                        1
## 1156      Yes                11                 3                        1
## 1157      Yes                13                 3                        3
## 1158      Yes                12                 3                        2
## 1159      Yes                22                 4                        4
## 1160       No                20                 4                        4
## 1161       No                12                 3                        4
## 1162      Yes                13                 3                        2
## 1163       No                12                 3                        2
## 1164       No                14                 3                        4
## 1165       No                21                 4                        1
## 1166       No                21                 4                        3
## 1167       No                16                 3                        1
## 1168       No                12                 3                        3
## 1169       No                11                 3                        3
## 1170      Yes                22                 4                        1
##      StandardHours StockOptionLevel TotalWorkingYears
## 1               80                1                 8
## 2               80                0                21
## 3               80                0                10
## 4               80                2                14
## 5               80                0                 6
## 6               80                2                 9
## 7               80                0                 7
## 8               80                3                 8
## 9               80                1                 1
## 10              80                1                 8
## 11              80                0                21
## 12              80                1                 3
## 13              80                0                17
## 14              80                1                 1
## 15              80                0                10
## 16              80                1                 9
## 17              80                1                 8
## 18              80                0                 7
## 19              80                3                 6
## 20              80                1                10
## 21              80                1                13
## 22              80                0                12
## 23              80                1                10
## 24              80                0                10
## 25              80                0                 6
## 26              80                1                26
## 27              80                1                10
## 28              80                0                 6
## 29              80                0                15
## 30              80                1                 5
## 31              80                3                 9
## 32              80                3                14
## 33              80                1                28
## 34              80                1                10
## 35              80                0                 8
## 36              80                0                 5
## 37              80                0                15
## 38              80                3                16
## 39              80                0                36
## 40              80                1                 3
## 41              80                1                37
## 42              80                0                 9
## 43              80                1                17
## 44              80                0                24
## 45              80                1                 1
## 46              80                0                12
## 47              80                0                10
## 48              80                2                 9
## 49              80                0                 0
## 50              80                1                 6
## 51              80                0                 8
## 52              80                1                32
## 53              80                1                10
## 54              80                0                 9
## 55              80                0                11
## 56              80                2                 5
## 57              80                0                 7
## 58              80                0                10
## 59              80                2                15
## 60              80                0                 1
## 61              80                1                16
## 62              80                0                10
## 63              80                1                 3
## 64              80                0                 0
## 65              80                1                 1
## 66              80                2                 7
## 67              80                0                17
## 68              80                0                 5
## 69              80                1                 5
## 70              80                0                17
## 71              80                1                12
## 72              80                0                 6
## 73              80                0                 8
## 74              80                1                 6
## 75              80                0                10
## 76              80                0                12
## 77              80                0                10
## 78              80                0                27
## 79              80                0                23
## 80              80                3                 1
## 81              80                0                15
## 82              80                1                17
## 83              80                1                10
## 84              80                2                13
## 85              80                0                18
## 86              80                0                30
## 87              80                0                20
## 88              80                1                 5
## 89              80                0                 9
## 90              80                0                22
## 91              80                1                 1
## 92              80                1                11
## 93              80                0                 7
## 94              80                0                10
## 95              80                0                21
## 96              80                0                20
## 97              80                1                23
## 98              80                1                17
## 99              80                3                 4
## 100             80                1                 7
## 101             80                0                 6
## 102             80                1                13
## 103             80                1                 6
## 104             80                1                 5
## 105             80                0                35
## 106             80                1                 8
## 107             80                1                10
## 108             80                1                35
## 109             80                1                13
## 110             80                0                 4
## 111             80                1                 3
## 112             80                1                26
## 113             80                0                18
## 114             80                1                16
## 115             80                3                15
## 116             80                0                10
## 117             80                0                 5
## 118             80                1                10
## 119             80                1                13
## 120             80                0                14
## 121             80                1                10
## 122             80                0                 2
## 123             80                1                18
## 124             80                0                 8
## 125             80                0                10
## 126             80                0                10
## 127             80                0                10
## 128             80                2                10
## 129             80                0                20
## 130             80                1                25
## 131             80                1                10
## 132             80                0                 8
## 133             80                3                 7
## 134             80                0                 7
## 135             80                1                 9
## 136             80                1                 8
## 137             80                1                 1
## 138             80                1                22
## 139             80                0                 8
## 140             80                0                12
## 141             80                1                33
## 142             80                2                 2
## 143             80                1                13
## 144             80                1                 7
## 145             80                3                15
## 146             80                1                 4
## 147             80                1                 8
## 148             80                1                 8
## 149             80                0                 6
## 150             80                1                 6
## 151             80                0                 9
## 152             80                0                10
## 153             80                1                13
## 154             80                0                11
## 155             80                2                 1
## 156             80                1                 4
## 157             80                1                15
## 158             80                3                21
## 159             80                1                18
## 160             80                0                20
## 161             80                2                10
## 162             80                0                10
## 163             80                0                 6
## 164             80                0                10
## 165             80                2                12
## 166             80                0                 2
## 167             80                2                27
## 168             80                1                10
## 169             80                2                18
## 170             80                1                11
## 171             80                1                10
## 172             80                1                16
## 173             80                0                28
## 174             80                2                10
## 175             80                1                22
## 176             80                0                 2
## 177             80                1                24
## 178             80                1                 6
## 179             80                0                 9
## 180             80                0                12
## 181             80                1                15
## 182             80                1                11
## 183             80                0                18
## 184             80                0                 9
## 185             80                1                 8
## 186             80                1                 5
## 187             80                2                 7
## 188             80                3                29
## 189             80                2                28
## 190             80                0                 5
## 191             80                2                11
## 192             80                2                 9
## 193             80                1                19
## 194             80                1                14
## 195             80                0                 5
## 196             80                0                 1
## 197             80                2                10
## 198             80                1                22
## 199             80                1                24
## 200             80                1                 1
## 201             80                0                22
## 202             80                2                10
## 203             80                1                14
## 204             80                0                10
## 205             80                1                 6
## 206             80                0                 8
## 207             80                0                 7
## 208             80                0                17
## 209             80                1                 8
## 210             80                1                12
## 211             80                1                21
## 212             80                0                21
## 213             80                0                 4
## 214             80                1                 8
## 215             80                0                 5
## 216             80                1                 8
## 217             80                1                18
## 218             80                1                24
## 219             80                0                 5
## 220             80                0                 8
## 221             80                0                 6
## 222             80                2                 5
## 223             80                1                 7
## 224             80                1                 1
## 225             80                2                10
## 226             80                0                12
## 227             80                1                 1
## 228             80                1                 4
## 229             80                1                 4
## 230             80                1                30
## 231             80                2                10
## 232             80                0                 2
## 233             80                0                25
## 234             80                1                16
## 235             80                2                25
## 236             80                0                17
## 237             80                0                24
## 238             80                1                 6
## 239             80                0                 6
## 240             80                3                19
## 241             80                1                10
## 242             80                0                22
## 243             80                1                 6
## 244             80                0                 6
## 245             80                1                10
## 246             80                3                 8
## 247             80                0                11
## 248             80                1                 3
## 249             80                2                12
## 250             80                1                22
## 251             80                3                 1
## 252             80                2                12
## 253             80                0                 1
## 254             80                0                 2
## 255             80                1                16
## 256             80                0                 7
## 257             80                1                 2
## 258             80                2                 8
## 259             80                3                 9
## 260             80                1                 7
## 261             80                0                 3
## 262             80                0                11
## 263             80                1                 8
## 264             80                1                 3
## 265             80                1                 6
## 266             80                1                 6
## 267             80                2                16
## 268             80                0                 1
## 269             80                3                 9
## 270             80                1                 7
## 271             80                2                10
## 272             80                1                11
## 273             80                1                 9
## 274             80                2                11
## 275             80                0                36
## 276             80                1                28
## 277             80                1                 2
## 278             80                0                 9
## 279             80                0                 6
## 280             80                0                 4
## 281             80                1                10
## 282             80                0                20
## 283             80                1                12
## 284             80                3                13
## 285             80                1                 7
## 286             80                1                15
## 287             80                0                 1
## 288             80                1                 3
## 289             80                1                10
## 290             80                1                 3
## 291             80                2                 8
## 292             80                1                11
## 293             80                0                 7
## 294             80                2                14
## 295             80                0                21
## 296             80                1                 5
## 297             80                0                10
## 298             80                0                 9
## 299             80                0                 4
## 300             80                0                 5
## 301             80                1                10
## 302             80                1                 9
## 303             80                1                 8
## 304             80                0                10
## 305             80                0                 7
## 306             80                0                 6
## 307             80                0                 8
## 308             80                3                 6
## 309             80                2                17
## 310             80                1                 4
## 311             80                1                 9
## 312             80                0                22
## 313             80                0                 7
## 314             80                0                10
## 315             80                0                10
## 316             80                0                 9
## 317             80                1                 6
## 318             80                0                 4
## 319             80                2                 8
## 320             80                0                 1
## 321             80                0                 5
## 322             80                1                10
## 323             80                1                10
## 324             80                3                19
## 325             80                1                21
## 326             80                0                 1
## 327             80                1                23
## 328             80                1                 9
## 329             80                1                20
## 330             80                1                21
## 331             80                0                23
## 332             80                0                14
## 333             80                3                 6
## 334             80                0                 9
## 335             80                1                30
## 336             80                0                14
## 337             80                1                 5
## 338             80                0                 7
## 339             80                0                 5
## 340             80                1                 1
## 341             80                1                 6
## 342             80                1                 2
## 343             80                1                 9
## 344             80                1                 1
## 345             80                3                 8
## 346             80                0                21
## 347             80                0                 5
## 348             80                1                 6
## 349             80                0                 6
## 350             80                0                30
## 351             80                1                18
## 352             80                1                10
## 353             80                1                16
## 354             80                0                 8
## 355             80                1                23
## 356             80                0                15
## 357             80                0                 5
## 358             80                0                 6
## 359             80                1                 9
## 360             80                1                16
## 361             80                1                34
## 362             80                0                 1
## 363             80                1                33
## 364             80                1                22
## 365             80                1                23
## 366             80                3                36
## 367             80                2                15
## 368             80                0                 9
## 369             80                1                 4
## 370             80                0                10
## 371             80                1                 4
## 372             80                0                10
## 373             80                1                24
## 374             80                1                 8
## 375             80                0                 2
## 376             80                0                32
## 377             80                0                18
## 378             80                2                14
## 379             80                1                 6
## 380             80                0                 7
## 381             80                1                21
## 382             80                1                 8
## 383             80                3                15
## 384             80                1                 3
## 385             80                3                18
## 386             80                1                15
## 387             80                0                10
## 388             80                2                 8
## 389             80                0                17
## 390             80                0                 3
## 391             80                1                 6
## 392             80                1                 5
## 393             80                1                 4
## 394             80                0                22
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##      TrainingTimesLastYear WorkLifeBalance YearsAtCompany
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## 1163                  4                       1                    1
## 1164                  6                       0                    8
## 1165                  0                       0                    0
## 1166                  8                       3                    9
## 1167                  8                       5                    7
## 1168                  0                       0                    1
## 1169                  0                       1                    7
## 1170                  6                       7                    7
allData <- rbind.fill(allData, ValidationNoSalary)
allData
##        ID Age Attrition    BusinessTravel DailyRate             Department
## 1       1  32        No     Travel_Rarely       117                  Sales
## 2       2  40        No     Travel_Rarely      1308 Research & Development
## 3       3  35        No Travel_Frequently       200 Research & Development
## 4       4  32        No     Travel_Rarely       801                  Sales
## 5       5  24        No Travel_Frequently       567 Research & Development
## 6       6  27        No Travel_Frequently       294 Research & Development
## 7       7  41        No     Travel_Rarely      1283 Research & Development
## 8       8  37        No     Travel_Rarely       309                  Sales
## 9       9  34        No     Travel_Rarely      1333                  Sales
## 10     10  34        No Travel_Frequently       653 Research & Development
## 11     11  43        No     Travel_Rarely       823 Research & Development
## 12     12  28        No        Non-Travel       280        Human Resources
## 13     13  35        No     Travel_Rarely       950 Research & Development
## 14     14  30        No     Travel_Rarely       202                  Sales
## 15     15  46        No     Travel_Rarely       991        Human Resources
## 16     16  31        No        Non-Travel      1188                  Sales
## 17     17  32        No     Travel_Rarely       498 Research & Development
## 18     18  46        No        Non-Travel      1144 Research & Development
## 19     19  34        No     Travel_Rarely       181 Research & Development
## 20     20  44        No     Travel_Rarely       170 Research & Development
## 21     21  36        No     Travel_Rarely       913 Research & Development
## 22     22  48        No     Travel_Rarely       817                  Sales
## 23     23  43        No Travel_Frequently      1001 Research & Development
## 24     24  31        No Travel_Frequently       715                  Sales
## 25     25  33        No     Travel_Rarely      1069 Research & Development
## 26     26  44        No     Travel_Rarely      1099                  Sales
## 27     27  38        No     Travel_Rarely      1245                  Sales
## 28     28  33       Yes     Travel_Rarely       603                  Sales
## 29     29  53       Yes     Travel_Rarely      1168                  Sales
## 30     30  52        No        Non-Travel       715 Research & Development
## 31     31  32        No Travel_Frequently       689                  Sales
## 32     32  33        No     Travel_Rarely       267 Research & Development
## 33     33  46        No     Travel_Rarely       488                  Sales
## 34     34  35        No     Travel_Rarely       982 Research & Development
## 35     35  32        No     Travel_Rarely      1373 Research & Development
## 36     36  32        No Travel_Frequently      1311 Research & Development
## 37     37  35       Yes     Travel_Rarely       737                  Sales
## 38     38  36       Yes     Travel_Rarely      1456                  Sales
## 39     39  56        No     Travel_Rarely       206        Human Resources
## 40     40  31        No Travel_Frequently       793                  Sales
## 41     41  58        No        Non-Travel       350                  Sales
## 42     42  45        No     Travel_Rarely       954                  Sales
## 43     43  49        No     Travel_Rarely       464 Research & Development
## 44     44  42        No     Travel_Rarely      1059 Research & Development
## 45     45  23        No     Travel_Rarely       373 Research & Development
## 46     46  42        No Travel_Frequently       748 Research & Development
## 47     47  32       Yes     Travel_Rarely       964                  Sales
## 48     48  38        No     Travel_Rarely       770                  Sales
## 49     49  18       Yes Travel_Frequently      1306                  Sales
## 50     50  27        No        Non-Travel       691 Research & Development
## 51     51  38        No     Travel_Rarely       362 Research & Development
## 52     52  58        No     Travel_Rarely      1055 Research & Development
## 53     53  44        No     Travel_Rarely      1117 Research & Development
## 54     54  45        No        Non-Travel       805 Research & Development
## 55     55  31        No     Travel_Rarely       746 Research & Development
## 56     56  41        No     Travel_Rarely       548 Research & Development
## 57     57  42       Yes Travel_Frequently       933 Research & Development
## 58     58  29        No     Travel_Rarely      1370 Research & Development
## 59     59  37        No        Non-Travel       728 Research & Development
## 60     60  25       Yes Travel_Frequently       599                  Sales
## 61     61  36       Yes     Travel_Rarely       530                  Sales
## 62     62  36        No     Travel_Rarely       325 Research & Development
## 63     63  31        No     Travel_Rarely      1154                  Sales
## 64     64  18        No        Non-Travel      1431 Research & Development
## 65     65  24       Yes     Travel_Rarely       984 Research & Development
## 66     66  32        No     Travel_Rarely       334 Research & Development
## 67     67  35        No     Travel_Rarely      1017 Research & Development
## 68     68  23        No     Travel_Rarely       571 Research & Development
## 69     69  35        No Travel_Frequently       664 Research & Development
## 70     70  37        No     Travel_Rarely      1372 Research & Development
## 71     71  41        No     Travel_Rarely       642 Research & Development
## 72     72  28        No     Travel_Rarely       866                  Sales
## 73     73  35       Yes     Travel_Rarely       556 Research & Development
## 74     74  41        No     Travel_Rarely       167 Research & Development
## 75     75  52       Yes     Travel_Rarely      1030                  Sales
## 76     76  30        No Travel_Frequently       721 Research & Development
## 77     77  34        No     Travel_Rarely       971                  Sales
## 78     78  46        No     Travel_Rarely       563                  Sales
## 79     79  45        No        Non-Travel      1052                  Sales
## 80     80  31        No     Travel_Rarely      1276 Research & Development
## 81     81  37       Yes     Travel_Rarely      1141 Research & Development
## 82     82  35        No     Travel_Rarely      1370 Research & Development
## 83     83  38        No Travel_Frequently       508 Research & Development
## 84     84  37        No     Travel_Rarely      1319 Research & Development
## 85     85  36        No     Travel_Rarely       429 Research & Development
## 86     86  59        No     Travel_Rarely       715 Research & Development
## 87     87  47        No     Travel_Rarely       703                  Sales
## 88     88  35       Yes     Travel_Rarely       622 Research & Development
## 89     89  27        No Travel_Frequently       994                  Sales
## 90     90  46        No     Travel_Rarely       705                  Sales
## 91     91  38        No Travel_Frequently      1490 Research & Development
## 92     92  29       Yes     Travel_Rarely       408                  Sales
## 93     93  37       Yes     Travel_Rarely      1373 Research & Development
## 94     94  35        No     Travel_Rarely       670 Research & Development
## 95     95  50        No     Travel_Rarely      1452 Research & Development
## 96     96  42        No     Travel_Rarely       635                  Sales
## 97     97  46        No     Travel_Rarely       228                  Sales
## 98     98  37        No        Non-Travel      1040 Research & Development
## 99     99  29        No Travel_Frequently       410 Research & Development
## 100   100  34        No     Travel_Rarely       401 Research & Development
## 101   101  27        No     Travel_Rarely      1377 Research & Development
## 102   102  31        No     Travel_Rarely       326                  Sales
## 103   103  34        No        Non-Travel      1381                  Sales
## 104   104  23        No     Travel_Rarely       885 Research & Development
## 105   105  53        No     Travel_Rarely       447 Research & Development
## 106   106  26        No     Travel_Rarely      1384 Research & Development
## 107   107  29        No        Non-Travel      1496 Research & Development
## 108   108  55        No     Travel_Rarely       189        Human Resources
## 109   109  46       Yes     Travel_Rarely       261 Research & Development
## 110   110  32        No     Travel_Rarely       529 Research & Development
## 111   111  28        No Travel_Frequently       773 Research & Development
## 112   112  52        No     Travel_Rarely      1053 Research & Development
## 113   113  52        No     Travel_Rarely       994 Research & Development
## 114   114  35        No        Non-Travel      1225 Research & Development
## 115   115  35        No     Travel_Rarely      1361                  Sales
## 116   116  37        No        Non-Travel      1252                  Sales
## 117   117  25        No     Travel_Rarely      1356                  Sales
## 118   118  29        No     Travel_Rarely      1378 Research & Development
## 119   119  41        No     Travel_Rarely       465 Research & Development
## 120   120  34        No     Travel_Rarely       404 Research & Development
## 121   121  36        No        Non-Travel       427 Research & Development
## 122   122  21        No     Travel_Rarely       501                  Sales
## 123   123  45        No     Travel_Rarely       930                  Sales
## 124   124  38        No     Travel_Rarely       243                  Sales
## 125   125  29        No Travel_Frequently       442                  Sales
## 126   126  35        No     Travel_Rarely      1224                  Sales
## 127   127  32       Yes Travel_Frequently      1125 Research & Development
## 128   128  45        No     Travel_Rarely       556 Research & Development
## 129   129  43        No     Travel_Rarely       930 Research & Development
## 130   130  46        No     Travel_Rarely      1319                  Sales
## 131   131  29        No     Travel_Rarely       991                  Sales
## 132   132  49        No     Travel_Rarely      1313                  Sales
## 133   133  42        No Travel_Frequently      1368 Research & Development
## 134   134  39        No     Travel_Rarely       492 Research & Development
## 135   135  43        No Travel_Frequently       559 Research & Development
## 136   136  40        No Travel_Frequently       791 Research & Development
## 137   137  29       Yes     Travel_Rarely       805 Research & Development
## 138   138  54        No     Travel_Rarely      1441 Research & Development
## 139   139  39       Yes     Travel_Rarely      1122 Research & Development
## 140   140  37        No     Travel_Rarely      1189                  Sales
## 141   141  56        No     Travel_Rarely      1369 Research & Development
## 142   142  58        No     Travel_Rarely       848 Research & Development
## 143   143  46        No     Travel_Rarely       566 Research & Development
## 144   144  37        No     Travel_Rarely       228                  Sales
## 145   145  40        No     Travel_Rarely      1202 Research & Development
## 146   146  29        No        Non-Travel       746                  Sales
## 147   147  33        No     Travel_Rarely       931 Research & Development
## 148   148  33        No     Travel_Rarely      1242                  Sales
## 149   149  24        No     Travel_Rarely       477 Research & Development
## 150   150  28        No     Travel_Rarely       580 Research & Development
## 151   151  31       Yes     Travel_Rarely      1365                  Sales
## 152   152  32        No     Travel_Rarely       929                  Sales
## 153   153  32        No     Travel_Rarely       906                  Sales
## 154   154  41        No     Travel_Rarely       447 Research & Development
## 155   155  34        No     Travel_Rarely       546 Research & Development
## 156   156  30        No        Non-Travel       641                  Sales
## 157   157  40        No     Travel_Rarely       444                  Sales
## 158   158  39       Yes Travel_Frequently       203 Research & Development
## 159   159  43        No Travel_Frequently      1082 Research & Development
## 160   160  42        No Travel_Frequently       458 Research & Development
## 161   161  30        No     Travel_Rarely       852 Research & Development
## 162   162  28       Yes        Non-Travel      1366 Research & Development
## 163   163  33        No     Travel_Rarely      1216                  Sales
## 164   164  42        No     Travel_Rarely       916 Research & Development
## 165   165  35        No     Travel_Rarely      1232                  Sales
## 166   166  20       Yes     Travel_Rarely       500                  Sales
## 167   167  49        No     Travel_Rarely       301 Research & Development
## 168   168  33        No     Travel_Rarely       922 Research & Development
## 169   169  52        No     Travel_Rarely       956 Research & Development
## 170   170  29        No     Travel_Rarely      1107 Research & Development
## 171   171  30        No     Travel_Rarely       501                  Sales
## 172   172  47        No        Non-Travel      1169 Research & Development
## 173   173  46        No Travel_Frequently      1034 Research & Development
## 174   174  33        No     Travel_Rarely       536                  Sales
## 175   175  53        No     Travel_Rarely      1376                  Sales
## 176   176  21        No     Travel_Rarely       984 Research & Development
## 177   177  55       Yes     Travel_Rarely       725 Research & Development
## 178   178  26       Yes Travel_Frequently       342 Research & Development
## 179   179  32        No Travel_Frequently       967                  Sales
## 180   180  38        No     Travel_Rarely       702                  Sales
## 181   181  35        No     Travel_Rarely       819 Research & Development
## 182   182  38        No     Travel_Rarely      1009                  Sales
## 183   183  43        No Travel_Frequently       957 Research & Development
## 184   184  39        No     Travel_Rarely      1089 Research & Development
## 185   185  39        No Travel_Frequently       443 Research & Development
## 186   186  28        No     Travel_Rarely      1158 Research & Development
## 187   187  25        No Travel_Frequently       772 Research & Development
## 188   188  47        No     Travel_Rarely      1225                  Sales
## 189   189  50        No     Travel_Rarely       797 Research & Development
## 190   190  28        No        Non-Travel       120                  Sales
## 191   191  30        No     Travel_Rarely      1275 Research & Development
## 192   192  31        No Travel_Frequently      1125                  Sales
## 193   193  46        No     Travel_Rarely      1485 Research & Development
## 194   194  48        No     Travel_Rarely       163                  Sales
## 195   195  26        No     Travel_Rarely       683 Research & Development
## 196   196  51        No     Travel_Rarely       833 Research & Development
## 197   197  51        No     Travel_Rarely       432 Research & Development
## 198   198  49        No     Travel_Rarely       174                  Sales
## 199   199  44        No     Travel_Rarely       477 Research & Development
## 200   200  24        No     Travel_Rarely       823 Research & Development
## 201   201  40       Yes        Non-Travel      1479                  Sales
## 202   202  32        No     Travel_Rarely       548 Research & Development
## 203   203  32        No     Travel_Rarely       859 Research & Development
## 204   204  28       Yes     Travel_Rarely       654 Research & Development
## 205   205  32        No     Travel_Rarely      1401                  Sales
## 206   206  44        No     Travel_Rarely       661 Research & Development
## 207   207  43       Yes     Travel_Rarely      1372                  Sales
## 208   208  38       Yes     Travel_Rarely      1180 Research & Development
## 209   209  30        No     Travel_Rarely       201 Research & Development
## 210   210  41        No     Travel_Rarely       802                  Sales
## 211   211  41        No     Travel_Rarely       582 Research & Development
## 212   212  42        No     Travel_Rarely       265                  Sales
## 213   213  37        No     Travel_Rarely      1225 Research & Development
## 214   214  42        No     Travel_Rarely       932 Research & Development
## 215   215  27        No     Travel_Rarely      1115 Research & Development
## 216   216  40        No     Travel_Rarely       896 Research & Development
## 217   217  38        No     Travel_Rarely      1495 Research & Development
## 218   218  48        No Travel_Frequently       117 Research & Development
## 219   219  30        No     Travel_Rarely       438 Research & Development
## 220   220  26        No     Travel_Rarely       583 Research & Development
## 221   221  34        No     Travel_Rarely       304                  Sales
## 222   222  45       Yes Travel_Frequently       306                  Sales
## 223   223  33        No        Non-Travel       530                  Sales
## 224   224  28        No     Travel_Rarely      1423 Research & Development
## 225   225  38        No     Travel_Rarely      1206 Research & Development
## 226   226  30        No     Travel_Rarely       911 Research & Development
## 227   227  35        No     Travel_Rarely       464 Research & Development
## 228   228  22        No     Travel_Rarely      1136 Research & Development
## 229   229  24        No     Travel_Rarely      1353                  Sales
## 230   230  49        No     Travel_Rarely       465 Research & Development
## 231   231  45        No     Travel_Rarely      1329 Research & Development
## 232   232  35        No     Travel_Rarely       890                  Sales
## 233   233  47       Yes Travel_Frequently      1093                  Sales
## 234   234  54        No     Travel_Rarely      1147                  Sales
## 235   235  43        No Travel_Frequently       394                  Sales
## 236   236  37       Yes     Travel_Rarely       625                  Sales
## 237   237  42        No     Travel_Rarely       300 Research & Development
## 238   238  32        No     Travel_Rarely       646 Research & Development
## 239   239  25        No     Travel_Rarely       309        Human Resources
## 240   240  50        No     Travel_Rarely       813 Research & Development
## 241   241  42        No     Travel_Rarely       319 Research & Development
## 242   242  45        No Travel_Frequently       364 Research & Development
## 243   243  29        No     Travel_Rarely      1328 Research & Development
## 244   244  25       Yes     Travel_Rarely       383                  Sales
## 245   245  29        No     Travel_Rarely       718 Research & Development
## 246   246  29        No     Travel_Rarely      1086 Research & Development
## 247   247  31        No     Travel_Rarely      1232 Research & Development
## 248   248  32        No     Travel_Rarely       234                  Sales
## 249   249  41        No Travel_Frequently      1200 Research & Development
## 250   250  41        No     Travel_Rarely      1276                  Sales
## 251   251  33        No        Non-Travel      1313 Research & Development
## 252   252  36        No        Non-Travel      1229                  Sales
## 253   253  45        No     Travel_Rarely       252 Research & Development
## 254   254  31       Yes     Travel_Rarely       359        Human Resources
## 255   255  40        No        Non-Travel       218 Research & Development
## 256   256  43        No        Non-Travel       343 Research & Development
## 257   257  31        No Travel_Frequently       444                  Sales
## 258   258  30        No     Travel_Rarely       855                  Sales
## 259   259  34        No     Travel_Rarely      1480                  Sales
## 260   260  25        No     Travel_Rarely       977 Research & Development
## 261   261  31       Yes Travel_Frequently       703                  Sales
## 262   262  29       Yes     Travel_Rarely       224 Research & Development
## 263   263  33       Yes     Travel_Rarely       813 Research & Development
## 264   264  29        No Travel_Frequently      1404                  Sales
## 265   265  24        No     Travel_Rarely      1127 Research & Development
## 266   266  35        No     Travel_Rarely       809 Research & Development
## 267   267  34        No Travel_Frequently       829 Research & Development
## 268   268  32       Yes     Travel_Rarely      1259 Research & Development
## 269   269  33        No Travel_Frequently      1303 Research & Development
## 270   270  30        No     Travel_Rarely      1176 Research & Development
## 271   271  45        No        Non-Travel       589                  Sales
## 272   272  34        No     Travel_Rarely      1130 Research & Development
## 273   273  27        No     Travel_Rarely       728                  Sales
## 274   274  36        No     Travel_Rarely       329                  Sales
## 275   275  55        No     Travel_Rarely       692 Research & Development
## 276   276  56        No     Travel_Rarely       718 Research & Development
## 277   277  22        No     Travel_Rarely       253 Research & Development
## 278   278  43        No Travel_Frequently       185 Research & Development
## 279   279  25       Yes     Travel_Rarely       240                  Sales
## 280   280  55        No     Travel_Rarely      1229 Research & Development
## 281   281  43        No     Travel_Rarely      1179                  Sales
## 282   282  41        No     Travel_Rarely       263 Research & Development
## 283   283  40        No     Travel_Rarely      1194 Research & Development
## 284   284  31        No     Travel_Rarely       691                  Sales
## 285   285  38        No     Travel_Rarely       433        Human Resources
## 286   286  33        No     Travel_Rarely       589 Research & Development
## 287   287  22       Yes     Travel_Rarely       391 Research & Development
## 288   288  34        No     Travel_Rarely      1346 Research & Development
## 289   289  36        No Travel_Frequently      1467                  Sales
## 290   290  35        No     Travel_Rarely       384                  Sales
## 291   291  45        No     Travel_Rarely       974 Research & Development
## 292   292  36        No        Non-Travel      1105 Research & Development
## 293   293  27        No     Travel_Rarely       894 Research & Development
## 294   294  47        No        Non-Travel      1162 Research & Development
## 295   295  40        No     Travel_Rarely       898        Human Resources
## 296   296  35        No     Travel_Rarely      1490 Research & Development
## 297   297  34        No Travel_Frequently      1069 Research & Development
## 298   298  34       Yes Travel_Frequently       658 Research & Development
## 299   299  31       Yes        Non-Travel       335 Research & Development
## 300   300  28       Yes     Travel_Rarely      1157 Research & Development
## 301   301  32        No Travel_Frequently       379                  Sales
## 302   302  35        No Travel_Frequently       853                  Sales
## 303   303  55        No     Travel_Rarely      1441 Research & Development
## 304   304  35        No     Travel_Rarely      1395 Research & Development
## 305   305  58       Yes     Travel_Rarely       289 Research & Development
## 306   306  24        No        Non-Travel      1269 Research & Development
## 307   307  50        No     Travel_Rarely       804 Research & Development
## 308   308  34        No        Non-Travel       697 Research & Development
## 309   309  55        No Travel_Frequently       135 Research & Development
## 310   310  25        No     Travel_Rarely       810                  Sales
## 311   311  34        No     Travel_Rarely      1351 Research & Development
## 312   312  40        No     Travel_Rarely       302 Research & Development
## 313   313  31       Yes Travel_Frequently       561 Research & Development
## 314   314  51        No     Travel_Rarely      1169 Research & Development
## 315   315  60        No     Travel_Rarely      1179                  Sales
## 316   316  47        No     Travel_Rarely       955                  Sales
## 317   317  34        No Travel_Frequently       303                  Sales
## 318   318  24        No     Travel_Rarely       771 Research & Development
## 319   319  39        No     Travel_Rarely      1498                  Sales
## 320   320  19        No     Travel_Rarely       265 Research & Development
## 321   321  32        No        Non-Travel      1184 Research & Development
## 322   322  34        No     Travel_Rarely      1397 Research & Development
## 323   323  30        No Travel_Frequently      1012 Research & Development
## 324   324  46        No     Travel_Rarely      1003 Research & Development
## 325   325  39        No     Travel_Rarely       466 Research & Development
## 326   326  27        No     Travel_Rarely       618 Research & Development
## 327   327  44        No     Travel_Rarely      1313 Research & Development
## 328   328  42        No     Travel_Rarely       557 Research & Development
## 329   329  38        No Travel_Frequently      1394 Research & Development
## 330   330  42        No     Travel_Rarely      1147        Human Resources
## 331   331  49        No     Travel_Rarely       809 Research & Development
## 332   332  32       Yes     Travel_Rarely      1045                  Sales
## 333   333  44       Yes Travel_Frequently       429 Research & Development
## 334   334  27        No     Travel_Rarely       608 Research & Development
## 335   335  59        No        Non-Travel      1420        Human Resources
## 336   336  33       Yes Travel_Frequently       827 Research & Development
## 337   337  35        No Travel_Frequently      1182                  Sales
## 338   338  34        No Travel_Frequently       618 Research & Development
## 339   339  50       Yes Travel_Frequently       959                  Sales
## 340   340  27        No     Travel_Rarely      1240 Research & Development
## 341   341  36        No     Travel_Rarely       852 Research & Development
## 342   342  28        No Travel_Frequently       193 Research & Development
## 343   343  33        No     Travel_Rarely       654 Research & Development
## 344   344  30        No Travel_Frequently       160 Research & Development
## 345   345  30        No     Travel_Rarely      1329                  Sales
## 346   346  39        No     Travel_Rarely       119                  Sales
## 347   347  34        No Travel_Frequently      1003 Research & Development
## 348   348  26        No Travel_Frequently      1479 Research & Development
## 349   349  44        No        Non-Travel       111 Research & Development
## 350   350  56        No     Travel_Rarely       832 Research & Development
## 351   351  42        No     Travel_Rarely      1396 Research & Development
## 352   352  31        No     Travel_Rarely       218                  Sales
## 353   353  40        No Travel_Frequently       902 Research & Development
## 354   354  40        No        Non-Travel      1142 Research & Development
## 355   355  41        No     Travel_Rarely       796                  Sales
## 356   356  34        No     Travel_Rarely      1326                  Sales
## 357   357  26        No     Travel_Rarely       841 Research & Development
## 358   358  29       Yes     Travel_Rarely       408 Research & Development
## 359   359  32        No     Travel_Rarely       427 Research & Development
## 360   360  36        No     Travel_Rarely      1403 Research & Development
## 361   361  52        No     Travel_Rarely       699 Research & Development
## 362   362  29       Yes Travel_Frequently       746                  Sales
## 363   363  52       Yes     Travel_Rarely       266                  Sales
## 364   364  40        No     Travel_Rarely      1416 Research & Development
## 365   365  55        No     Travel_Rarely       282 Research & Development
## 366   366  56        No Travel_Frequently       906                  Sales
## 367   367  34        No Travel_Frequently       135 Research & Development
## 368   368  40        No     Travel_Rarely      1342                  Sales
## 369   369  23        No     Travel_Rarely       977 Research & Development
## 370   370  32        No     Travel_Rarely      1018 Research & Development
## 371   371  31        No Travel_Frequently       853 Research & Development
## 372   372  30        No        Non-Travel      1398                  Sales
## 373   373  45        No Travel_Frequently      1249 Research & Development
## 374   374  37        No     Travel_Rarely      1470 Research & Development
## 375   375  20        No     Travel_Rarely       727                  Sales
## 376   376  50        No Travel_Frequently       333 Research & Development
## 377   377  36       Yes     Travel_Rarely       885 Research & Development
## 378   378  42        No     Travel_Rarely       419                  Sales
## 379   379  29        No     Travel_Rarely       942 Research & Development
## 380   380  30       Yes     Travel_Rarely       138 Research & Development
## 381   381  47        No     Travel_Rarely      1482 Research & Development
## 382   382  26        No     Travel_Rarely      1355        Human Resources
## 383   383  48        No     Travel_Rarely      1221                  Sales
## 384   384  23        No     Travel_Rarely       541                  Sales
## 385   385  51       Yes     Travel_Rarely      1323 Research & Development
## 386   386  38        No     Travel_Rarely      1333 Research & Development
## 387   387  35        No Travel_Frequently       944                  Sales
## 388   388  29        No     Travel_Rarely       232 Research & Development
## 389   389  36        No     Travel_Rarely       530                  Sales
## 390   390  21       Yes Travel_Frequently       756                  Sales
## 391   391  34        No     Travel_Rarely      1111                  Sales
## 392   392  26        No     Travel_Rarely      1443                  Sales
## 393   393  31        No        Non-Travel       976 Research & Development
## 394   394  60        No Travel_Frequently      1499                  Sales
## 395   395  42        No Travel_Frequently      1271 Research & Development
## 396   396  31        No     Travel_Rarely       192 Research & Development
## 397   397  46        No     Travel_Rarely      1009 Research & Development
## 398   398  34       Yes     Travel_Rarely      1107        Human Resources
## 399   399  56        No        Non-Travel       667 Research & Development
## 400   400  44        No Travel_Frequently      1193 Research & Development
## 401   401  30        No     Travel_Rarely       317 Research & Development
## 402   402  42        No        Non-Travel       926 Research & Development
## 403   403  47        No     Travel_Rarely       207 Research & Development
## 404   404  36        No     Travel_Rarely       711 Research & Development
## 405   405  35        No     Travel_Rarely      1343 Research & Development
## 406   406  43        No     Travel_Rarely       782 Research & Development
## 407   407  31        No     Travel_Rarely       196                  Sales
## 408   408  36        No     Travel_Rarely       917 Research & Development
## 409   409  53        No     Travel_Rarely      1219                  Sales
## 410   410  43        No     Travel_Rarely       589 Research & Development
## 411   411  36        No     Travel_Rarely      1278        Human Resources
## 412   412  41        No     Travel_Rarely       918                  Sales
## 413   413  37        No     Travel_Rarely       408 Research & Development
## 414   414  32        No Travel_Frequently      1318                  Sales
## 415   415  34       Yes Travel_Frequently       296                  Sales
## 416   416  35        No        Non-Travel      1180 Research & Development
## 417   417  30        No        Non-Travel      1116 Research & Development
## 418   418  36        No Travel_Frequently       566 Research & Development
## 419   419  37        No     Travel_Rarely       977 Research & Development
## 420   420  29        No     Travel_Rarely       986 Research & Development
## 421   421  34        No     Travel_Rarely      1153 Research & Development
## 422   422  37        No        Non-Travel      1063 Research & Development
## 423   423  31       Yes     Travel_Rarely       249                  Sales
## 424   424  18        No        Non-Travel      1124 Research & Development
## 425   425  28        No     Travel_Rarely       736                  Sales
## 426   426  43        No     Travel_Rarely       415                  Sales
## 427   427  30        No        Non-Travel       990 Research & Development
## 428   428  21        No     Travel_Rarely       996 Research & Development
## 429   429  32       Yes     Travel_Rarely       515 Research & Development
## 430   430  34        No     Travel_Rarely       470 Research & Development
## 431   431  27        No     Travel_Rarely      1377                  Sales
## 432   432  40        No        Non-Travel       458 Research & Development
## 433   433  49       Yes Travel_Frequently      1475 Research & Development
## 434   434  29        No     Travel_Rarely       590 Research & Development
## 435   435  40        No     Travel_Rarely       658                  Sales
## 436   436  27        No     Travel_Rarely      1130                  Sales
## 437   437  28       Yes     Travel_Rarely       890 Research & Development
## 438   438  26        No     Travel_Rarely       157 Research & Development
## 439   439  50       Yes     Travel_Rarely       869                  Sales
## 440   440  38        No     Travel_Rarely       827 Research & Development
## 441   441  32        No Travel_Frequently      1316 Research & Development
## 442   442  29        No     Travel_Rarely      1082 Research & Development
## 443   443  28       Yes     Travel_Rarely       529 Research & Development
## 444   444  44        No     Travel_Rarely       528        Human Resources
## 445   445  46        No     Travel_Rarely       734 Research & Development
## 446   446  47        No     Travel_Rarely       465 Research & Development
## 447   447  38        No Travel_Frequently      1189 Research & Development
## 448   448  42        No     Travel_Rarely      1128 Research & Development
## 449   449  38        No Travel_Frequently       653 Research & Development
## 450   450  45        No        Non-Travel       336                  Sales
## 451   451  33        No     Travel_Rarely       501 Research & Development
## 452   452  44        No     Travel_Rarely      1467 Research & Development
## 453   453  35       Yes     Travel_Rarely       303                  Sales
## 454   454  33        No     Travel_Rarely       217                  Sales
## 455   455  48        No     Travel_Rarely      1236 Research & Development
## 456   456  40        No     Travel_Rarely       611                  Sales
## 457   457  31        No     Travel_Rarely      1112                  Sales
## 458   458  51        No     Travel_Rarely       632                  Sales
## 459   459  56        No     Travel_Rarely      1255 Research & Development
## 460   460  36        No     Travel_Rarely       172 Research & Development
## 461   461  42        No Travel_Frequently      1474 Research & Development
## 462   462  36        No     Travel_Rarely       311 Research & Development
## 463   463  50        No Travel_Frequently       809                  Sales
## 464   464  31        No Travel_Frequently       163 Research & Development
## 465   465  43       Yes Travel_Frequently       807 Research & Development
## 466   466  38        No     Travel_Rarely       371 Research & Development
## 467   467  36        No     Travel_Rarely      1157                  Sales
## 468   468  36        No     Travel_Rarely       132 Research & Development
## 469   469  26       Yes        Non-Travel       265                  Sales
## 470   470  53        No     Travel_Rarely      1084 Research & Development
## 471   471  27        No     Travel_Rarely      1354 Research & Development
## 472   472  29       Yes Travel_Frequently       459 Research & Development
## 473   473  45        No     Travel_Rarely       193 Research & Development
## 474   474  45        No     Travel_Rarely      1316 Research & Development
## 475   475  28        No     Travel_Rarely       895 Research & Development
## 476   476  46        No Travel_Frequently      1211                  Sales
## 477   477  37        No     Travel_Rarely       342                  Sales
## 478   478  26        No     Travel_Rarely       775                  Sales
## 479   479  52        No     Travel_Rarely       258 Research & Development
## 480   480  37        No     Travel_Rarely       161 Research & Development
## 481   481  29        No     Travel_Rarely       136 Research & Development
## 482   482  31        No     Travel_Rarely      1222 Research & Development
## 483   483  34        No Travel_Frequently       735 Research & Development
## 484   484  56        No     Travel_Rarely       713 Research & Development
## 485   485  58       Yes     Travel_Rarely       147 Research & Development
## 486   486  41       Yes     Travel_Rarely      1102                  Sales
## 487   487  30       Yes     Travel_Rarely       945                  Sales
## 488   488  31        No     Travel_Rarely       670 Research & Development
## 489   489  48       Yes     Travel_Rarely       626 Research & Development
## 490   490  34        No     Travel_Rarely       970 Research & Development
## 491   491  49        No Travel_Frequently       636 Research & Development
## 492   492  50        No     Travel_Rarely      1322 Research & Development
## 493   493  29        No     Travel_Rarely       469                  Sales
## 494   494  35        No     Travel_Rarely      1029 Research & Development
## 495   495  36        No     Travel_Rarely      1266                  Sales
## 496   496  51        No     Travel_Rarely      1318                  Sales
## 497   497  45        No     Travel_Rarely       192 Research & Development
## 498   498  37        No Travel_Frequently       889 Research & Development
## 499   499  36        No     Travel_Rarely      1299 Research & Development
## 500   500  39        No        Non-Travel      1251                  Sales
## 501   501  58       Yes     Travel_Rarely       601 Research & Development
## 502   502  28       Yes     Travel_Rarely       103 Research & Development
## 503   503  48       Yes Travel_Frequently       708                  Sales
## 504   504  29        No     Travel_Rarely      1389 Research & Development
## 505   505  47        No     Travel_Rarely       359 Research & Development
## 506   506  32        No     Travel_Rarely       824 Research & Development
## 507   507  33       Yes     Travel_Rarely       350                  Sales
## 508   508  51        No Travel_Frequently       541                  Sales
## 509   509  37        No Travel_Frequently       319                  Sales
## 510   510  41       Yes     Travel_Rarely      1360 Research & Development
## 511   511  38        No     Travel_Rarely       345                  Sales
## 512   512  39        No        Non-Travel      1485 Research & Development
## 513   513  32        No Travel_Frequently       585 Research & Development
## 514   514  33        No Travel_Frequently       515 Research & Development
## 515   515  21        No        Non-Travel       895                  Sales
## 516   516  51        No     Travel_Rarely      1302 Research & Development
## 517   517  25       Yes     Travel_Rarely       867                  Sales
## 518   518  42        No     Travel_Rarely       855 Research & Development
## 519   519  30        No     Travel_Rarely      1138 Research & Development
## 520   520  56       Yes     Travel_Rarely      1162 Research & Development
## 521   521  34        No Travel_Frequently       702 Research & Development
## 522   522  28       Yes     Travel_Rarely       329 Research & Development
## 523   523  45        No     Travel_Rarely      1339 Research & Development
## 524   524  49        No     Travel_Rarely      1245 Research & Development
## 525   525  59        No     Travel_Rarely       142 Research & Development
## 526   526  53        No Travel_Frequently       124                  Sales
## 527   527  45        No     Travel_Rarely      1268                  Sales
## 528   528  31        No     Travel_Rarely      1332 Research & Development
## 529   529  35        No     Travel_Rarely      1214 Research & Development
## 530   530  56       Yes     Travel_Rarely       441 Research & Development
## 531   531  38        No     Travel_Rarely       330 Research & Development
## 532   532  36        No     Travel_Rarely       884                  Sales
## 533   533  29        No     Travel_Rarely      1252 Research & Development
## 534   534  32        No        Non-Travel      1146 Research & Development
## 535   535  29       Yes     Travel_Rarely       318 Research & Development
## 536   536  43        No        Non-Travel      1344 Research & Development
## 537   537  38        No     Travel_Rarely       130                  Sales
## 538   538  42        No     Travel_Rarely       544        Human Resources
## 539   539  24       Yes     Travel_Rarely      1448                  Sales
## 540   540  42        No     Travel_Rarely       647                  Sales
## 541   541  30        No     Travel_Rarely       853 Research & Development
## 542   542  33        No     Travel_Rarely       867 Research & Development
## 543   543  27        No        Non-Travel      1450 Research & Development
## 544   544  38        No     Travel_Rarely      1261 Research & Development
## 545   545  34        No     Travel_Rarely       121 Research & Development
## 546   546  34        No     Travel_Rarely       678 Research & Development
## 547   547  49        No     Travel_Rarely       527 Research & Development
## 548   548  40        No Travel_Frequently       720 Research & Development
## 549   549  38        No     Travel_Rarely       849 Research & Development
## 550   550  45        No     Travel_Rarely       788        Human Resources
## 551   551  41        No     Travel_Rarely       314        Human Resources
## 552   552  28        No     Travel_Rarely      1169        Human Resources
## 553   553  36        No Travel_Frequently      1213        Human Resources
## 554   554  48        No     Travel_Rarely      1469 Research & Development
## 555   555  40        No        Non-Travel      1151 Research & Development
## 556   556  37        No     Travel_Rarely       558                  Sales
## 557   557  54        No     Travel_Rarely       548 Research & Development
## 558   558  34        No     Travel_Rarely       254 Research & Development
## 559   559  42        No     Travel_Rarely       933 Research & Development
## 560   560  26        No     Travel_Rarely       933                  Sales
## 561   561  36        No Travel_Frequently      1480 Research & Development
## 562   562  58        No Travel_Frequently      1216 Research & Development
## 563   563  27        No     Travel_Rarely      1134 Research & Development
## 564   564  31        No        Non-Travel       697 Research & Development
## 565   565  30        No     Travel_Rarely       921 Research & Development
## 566   566  44        No     Travel_Rarely      1037 Research & Development
## 567   567  32        No     Travel_Rarely       128 Research & Development
## 568   568  30       Yes     Travel_Rarely       740                  Sales
## 569   569  42        No     Travel_Rarely       462                  Sales
## 570   570  50        No     Travel_Rarely       939 Research & Development
## 571   571  41        No     Travel_Rarely       337                  Sales
## 572   572  21       Yes     Travel_Rarely      1427 Research & Development
## 573   573  28        No Travel_Frequently       783                  Sales
## 574   574  34        No     Travel_Rarely       810                  Sales
## 575   575  26        No     Travel_Rarely       703                  Sales
## 576   576  37        No     Travel_Rarely      1115 Research & Development
## 577   577  38        No     Travel_Rarely      1404                  Sales
## 578   578  44        No        Non-Travel       981 Research & Development
## 579   579  39        No Travel_Frequently       711 Research & Development
## 580   580  29        No     Travel_Rarely      1329 Research & Development
## 581   581  25        No     Travel_Rarely       882 Research & Development
## 582   582  42        No     Travel_Rarely       810 Research & Development
## 583   583  38        No     Travel_Rarely       833 Research & Development
## 584   584  28        No     Travel_Rarely       760                  Sales
## 585   585  44        No     Travel_Rarely      1459 Research & Development
## 586   586  40        No     Travel_Rarely       905 Research & Development
## 587   587  38        No        Non-Travel       573 Research & Development
## 588   588  36       Yes     Travel_Rarely      1218                  Sales
## 589   589  37        No     Travel_Rarely      1462 Research & Development
## 590   590  35        No     Travel_Rarely      1142 Research & Development
## 591   591  22        No        Non-Travel       457 Research & Development
## 592   592  34       Yes     Travel_Rarely       790                  Sales
## 593   593  28       Yes Travel_Frequently      1496                  Sales
## 594   594  49        No     Travel_Rarely       722 Research & Development
## 595   595  40        No     Travel_Rarely       884 Research & Development
## 596   596  33        No     Travel_Rarely       586                  Sales
## 597   597  35        No     Travel_Rarely       672 Research & Development
## 598   598  40        No     Travel_Rarely       555 Research & Development
## 599   599  27        No     Travel_Rarely       155 Research & Development
## 600   600  24       Yes     Travel_Rarely       813 Research & Development
## 601   601  24        No        Non-Travel       830                  Sales
## 602   602  32        No        Non-Travel      1200 Research & Development
## 603   603  30        No     Travel_Rarely       153 Research & Development
## 604   604  29        No     Travel_Rarely      1401 Research & Development
## 605   605  29       Yes     Travel_Rarely       428                  Sales
## 606   606  53        No     Travel_Rarely       970 Research & Development
## 607   607  59        No Travel_Frequently      1225                  Sales
## 608   608  38        No     Travel_Rarely       322                  Sales
## 609   609  26        No     Travel_Rarely       652 Research & Development
## 610   610  33        No        Non-Travel      1038                  Sales
## 611   611  35        No     Travel_Rarely       817 Research & Development
## 612   612  41        No        Non-Travel       509 Research & Development
## 613   613  33       Yes     Travel_Rarely       465 Research & Development
## 614   614  19       Yes     Travel_Rarely       419                  Sales
## 615   615  30        No     Travel_Rarely       231                  Sales
## 616   616  34        No     Travel_Rarely      1157 Research & Development
## 617   617  33        No     Travel_Rarely      1099 Research & Development
## 618   618  44        No     Travel_Rarely      1488                  Sales
## 619   619  39        No     Travel_Rarely       613 Research & Development
## 620   620  35        No        Non-Travel       727 Research & Development
## 621   621  20       Yes Travel_Frequently       871 Research & Development
## 622   622  47        No Travel_Frequently      1379 Research & Development
## 623   623  34        No     Travel_Rarely       182 Research & Development
## 624   624  35        No     Travel_Rarely      1146        Human Resources
## 625   625  28       Yes Travel_Frequently       289 Research & Development
## 626   626  27        No     Travel_Rarely      1167 Research & Development
## 627   627  24        No     Travel_Rarely      1476                  Sales
## 628   628  38        No     Travel_Rarely       343 Research & Development
## 629   629  55        No Travel_Frequently      1091 Research & Development
## 630   630  34        No     Travel_Rarely      1442 Research & Development
## 631   631  55        No     Travel_Rarely       836 Research & Development
## 632   632  34        No     Travel_Rarely       937                  Sales
## 633   633  38        No     Travel_Rarely      1035                  Sales
## 634   634  36        No     Travel_Rarely       922 Research & Development
## 635   635  43        No     Travel_Rarely      1001 Research & Development
## 636   636  35        No Travel_Frequently       636 Research & Development
## 637   637  42        No     Travel_Rarely       469 Research & Development
## 638   638  34        No     Travel_Rarely      1239                  Sales
## 639   639  24        No     Travel_Rarely       691 Research & Development
## 640   640  27       Yes     Travel_Rarely      1420                  Sales
## 641   641  30        No     Travel_Rarely      1358 Research & Development
## 642   642  40        No     Travel_Rarely       750 Research & Development
## 643   643  55        No        Non-Travel       444 Research & Development
## 644   644  34       Yes        Non-Travel       967 Research & Development
## 645   645  41       Yes        Non-Travel       906 Research & Development
## 646   646  40        No     Travel_Rarely       630                  Sales
## 647   647  18       Yes        Non-Travel       247 Research & Development
## 648   648  26        No     Travel_Rarely       390 Research & Development
## 649   649  35        No     Travel_Rarely       776                  Sales
## 650   650  40       Yes     Travel_Rarely      1329 Research & Development
## 651   651  35        No     Travel_Rarely       992 Research & Development
## 652   652  60        No     Travel_Rarely       696                  Sales
## 653   653  40        No Travel_Frequently       593 Research & Development
## 654   654  48        No     Travel_Rarely       530                  Sales
## 655   655  22       Yes Travel_Frequently      1368 Research & Development
## 656   656  26        No Travel_Frequently       496 Research & Development
## 657   657  51        No     Travel_Rarely      1469 Research & Development
## 658   658  54        No Travel_Frequently      1050 Research & Development
## 659   659  41        No     Travel_Rarely       483 Research & Development
## 660   660  36        No Travel_Frequently      1195 Research & Development
## 661   661  32        No Travel_Frequently       430 Research & Development
## 662   662  34        No     Travel_Rarely      1303 Research & Development
## 663   663  46        No     Travel_Rarely      1277                  Sales
## 664   664  35        No     Travel_Rarely       802 Research & Development
## 665   665  34        No        Non-Travel      1065                  Sales
## 666   666  29        No Travel_Frequently       461 Research & Development
## 667   667  29        No Travel_Frequently      1413                  Sales
## 668   668  33       Yes     Travel_Rarely       587 Research & Development
## 669   669  32       Yes     Travel_Rarely      1089 Research & Development
## 670   670  54        No     Travel_Rarely       685 Research & Development
## 671   671  37        No     Travel_Rarely       397 Research & Development
## 672   672  33        No     Travel_Rarely       392                  Sales
## 673   673  28        No Travel_Frequently       467                  Sales
## 674   674  35       Yes Travel_Frequently       130 Research & Development
## 675   675  27        No     Travel_Rarely       486 Research & Development
## 676   676  46        No     Travel_Rarely       168                  Sales
## 677   677  36        No     Travel_Rarely       676 Research & Development
## 678   678  40        No Travel_Frequently       692 Research & Development
## 679   679  36        No Travel_Frequently       688 Research & Development
## 680   680  31        No     Travel_Rarely       154                  Sales
## 681   681  25        No     Travel_Rarely       583                  Sales
## 682   682  43        No Travel_Frequently       313 Research & Development
## 683   683  36        No     Travel_Rarely      1351 Research & Development
## 684   684  57        No     Travel_Rarely       334 Research & Development
## 685   685  28        No     Travel_Rarely       440 Research & Development
## 686   686  31        No     Travel_Rarely      1274 Research & Development
## 687   687  29       Yes Travel_Frequently       337 Research & Development
## 688   688  33        No     Travel_Rarely       147 Research & Development
## 689   689  19       Yes     Travel_Rarely       303 Research & Development
## 690   690  38        No        Non-Travel      1336        Human Resources
## 691   691  38        No Travel_Frequently       888        Human Resources
## 692   692  47       Yes        Non-Travel       666 Research & Development
## 693   693  42        No     Travel_Rarely      1332 Research & Development
## 694   694  30       Yes Travel_Frequently       464 Research & Development
## 695   695  37        No Travel_Frequently      1278                  Sales
## 696   696  47        No     Travel_Rarely      1454                  Sales
## 697   697  48        No Travel_Frequently       365 Research & Development
## 698   698  36        No     Travel_Rarely      1396 Research & Development
## 699   699  18       Yes Travel_Frequently       544                  Sales
## 700   700  46        No     Travel_Rarely      1450 Research & Development
## 701   701  29        No     Travel_Rarely       352        Human Resources
## 702   702  34        No     Travel_Rarely      1400                  Sales
## 703   703  35        No        Non-Travel      1212                  Sales
## 704   704  26       Yes     Travel_Rarely       920        Human Resources
## 705   705  59        No     Travel_Rarely       818        Human Resources
## 706   706  41        No        Non-Travel       267                  Sales
## 707   707  54        No     Travel_Rarely       431 Research & Development
## 708   708  31        No     Travel_Rarely      1398        Human Resources
## 709   709  38        No     Travel_Rarely      1153 Research & Development
## 710   710  50        No        Non-Travel       881 Research & Development
## 711   711  30        No     Travel_Rarely       634 Research & Development
## 712   712  57        No     Travel_Rarely       210                  Sales
## 713   713  48        No     Travel_Rarely       969 Research & Development
## 714   714  36        No Travel_Frequently       541                  Sales
## 715   715  36        No        Non-Travel      1434                  Sales
## 716   716  24       Yes     Travel_Rarely       240        Human Resources
## 717   717  30        No     Travel_Rarely       852                  Sales
## 718   718  28        No     Travel_Rarely       857 Research & Development
## 719   719  35       Yes Travel_Frequently       880                  Sales
## 720   720  28        No     Travel_Rarely       950 Research & Development
## 721   721  37        No     Travel_Rarely       482 Research & Development
## 722   722  37        No     Travel_Rarely       671 Research & Development
## 723   723  34        No Travel_Frequently       560 Research & Development
## 724   724  36        No     Travel_Rarely       796 Research & Development
## 725   725  42        No     Travel_Rarely      1142 Research & Development
## 726   726  25        No     Travel_Rarely       685 Research & Development
## 727   727  37        No Travel_Frequently      1231                  Sales
## 728   728  34        No Travel_Frequently       878 Research & Development
## 729   729  26       Yes     Travel_Rarely       471 Research & Development
## 730   730  22        No     Travel_Rarely       594 Research & Development
## 731   731  43        No     Travel_Rarely       177 Research & Development
## 732   732  39       Yes     Travel_Rarely      1162                  Sales
## 733   733  27       Yes Travel_Frequently      1337        Human Resources
## 734   734  32       Yes        Non-Travel      1474                  Sales
## 735   735  34        No     Travel_Rarely       479 Research & Development
## 736   736  27        No     Travel_Rarely       511                  Sales
## 737   737  39        No     Travel_Rarely       722                  Sales
## 738   738  59        No     Travel_Rarely       326                  Sales
## 739   739  35        No     Travel_Rarely      1219                  Sales
## 740   740  35        No     Travel_Rarely       538 Research & Development
## 741   741  25        No     Travel_Rarely       959                  Sales
## 742   742  31        No     Travel_Rarely       688                  Sales
## 743   743  37        No     Travel_Rarely       674 Research & Development
## 744   744  23        No     Travel_Rarely       160 Research & Development
## 745   745  25        No     Travel_Rarely      1382                  Sales
## 746   746  24        No     Travel_Rarely       350 Research & Development
## 747   747  29       Yes     Travel_Rarely       350        Human Resources
## 748   748  34        No Travel_Frequently       669 Research & Development
## 749   749  24        No     Travel_Rarely       506 Research & Development
## 750   750  33        No     Travel_Rarely       134 Research & Development
## 751   751  20       Yes Travel_Frequently       769                  Sales
## 752   752  31       Yes Travel_Frequently      1060                  Sales
## 753   753  50        No Travel_Frequently      1234 Research & Development
## 754   754  46       Yes     Travel_Rarely      1254                  Sales
## 755   755  54        No     Travel_Rarely      1217 Research & Development
## 756   756  44        No        Non-Travel       381 Research & Development
## 757   757  35        No     Travel_Rarely      1137 Research & Development
## 758   758  49        No     Travel_Rarely      1495 Research & Development
## 759   759  38        No     Travel_Rarely      1495 Research & Development
## 760   760  45       Yes     Travel_Rarely      1449                  Sales
## 761   761  29       Yes     Travel_Rarely       906 Research & Development
## 762   762  47        No     Travel_Rarely       202 Research & Development
## 763   763  41        No        Non-Travel       256                  Sales
## 764   764  50        No        Non-Travel       145                  Sales
## 765   765  34        No     Travel_Rarely       829        Human Resources
## 766   766  45        No     Travel_Rarely      1015 Research & Development
## 767   767  41        No     Travel_Rarely       509 Research & Development
## 768   768  40        No        Non-Travel      1094                  Sales
## 769   769  46        No     Travel_Rarely       150 Research & Development
## 770   770  45        No        Non-Travel      1050                  Sales
## 771   771  33        No Travel_Frequently       508                  Sales
## 772   772  46        No     Travel_Rarely       526                  Sales
## 773   773  39        No Travel_Frequently       505 Research & Development
## 774   774  36       Yes     Travel_Rarely       318 Research & Development
## 775   775  42        No Travel_Frequently       288 Research & Development
## 776   776  23        No     Travel_Rarely       310 Research & Development
## 777   777  30        No     Travel_Rarely       330        Human Resources
## 778   778  32        No        Non-Travel       862                  Sales
## 779   779  26        No        Non-Travel       786 Research & Development
## 780   780  29       Yes     Travel_Rarely      1092 Research & Development
## 781   781  41       Yes     Travel_Rarely      1356                  Sales
## 782   782  39        No     Travel_Rarely       408 Research & Development
## 783   783  33        No     Travel_Rarely      1075        Human Resources
## 784   784  33        No Travel_Frequently      1146                  Sales
## 785   785  47        No        Non-Travel       543                  Sales
## 786   786  31        No     Travel_Rarely       182 Research & Development
## 787   787  51        No     Travel_Rarely       942 Research & Development
## 788   788  52       Yes     Travel_Rarely       723 Research & Development
## 789   789  55        No     Travel_Rarely       478 Research & Development
## 790   790  25        No     Travel_Rarely       266 Research & Development
## 791   791  49        No     Travel_Rarely       271 Research & Development
## 792   792  34        No     Travel_Rarely       629 Research & Development
## 793   793  38        No     Travel_Rarely       397 Research & Development
## 794   794  36        No     Travel_Rarely      1223 Research & Development
## 795   795  49        No        Non-Travel      1002 Research & Development
## 796   796  33       Yes Travel_Frequently      1076 Research & Development
## 797   797  45        No     Travel_Rarely      1385 Research & Development
## 798   798  22       Yes     Travel_Rarely      1294 Research & Development
## 799   799  19       Yes        Non-Travel       504 Research & Development
## 800   800  36        No     Travel_Rarely      1040 Research & Development
## 801   801  33        No Travel_Frequently      1141                  Sales
## 802   802  31        No     Travel_Rarely       828                  Sales
## 803   803  39        No     Travel_Rarely       117 Research & Development
## 804   804  35       Yes     Travel_Rarely      1204                  Sales
## 805   805  44        No        Non-Travel       489 Research & Development
## 806   806  36        No     Travel_Rarely      1383 Research & Development
## 807   807  25        No     Travel_Rarely      1372                  Sales
## 808   808  22        No     Travel_Rarely      1256 Research & Development
## 809   809  30        No     Travel_Rarely       793 Research & Development
## 810   810  27        No     Travel_Rarely      1157 Research & Development
## 811   811  30        No        Non-Travel       111 Research & Development
## 812   812  25        No     Travel_Rarely       949 Research & Development
## 813   813  24        No     Travel_Rarely      1371                  Sales
## 814   814  47        No     Travel_Rarely      1176        Human Resources
## 815   815  38        No     Travel_Rarely       395                  Sales
## 816   816  33        No     Travel_Rarely       117 Research & Development
## 817   817  30        No     Travel_Rarely       946 Research & Development
## 818   818  33        No     Travel_Rarely       213 Research & Development
## 819   819  30        No     Travel_Rarely      1427 Research & Development
## 820   820  28       Yes     Travel_Rarely      1475                  Sales
## 821   821  32        No     Travel_Rarely       634 Research & Development
## 822   822  29        No     Travel_Rarely      1247                  Sales
## 823   823  34        No     Travel_Rarely       704                  Sales
## 824   824  31       Yes Travel_Frequently       874 Research & Development
## 825   825  36        No     Travel_Rarely       559 Research & Development
## 826   826  46        No     Travel_Rarely       430 Research & Development
## 827   827  31       Yes     Travel_Rarely      1079                  Sales
## 828   828  34        No     Travel_Rarely       131                  Sales
## 829   829  38        No Travel_Frequently       594 Research & Development
## 830   830  50        No Travel_Frequently      1246        Human Resources
## 831   831  45        No        Non-Travel       248 Research & Development
## 832   832  19       Yes     Travel_Rarely       528                  Sales
## 833   833  28        No     Travel_Rarely      1179 Research & Development
## 834   834  19        No     Travel_Rarely       645 Research & Development
## 835   835  55        No        Non-Travel       177 Research & Development
## 836   836  37        No        Non-Travel       142                  Sales
## 837   837  37        No     Travel_Rarely      1439 Research & Development
## 838   838  34        No     Travel_Rarely       258                  Sales
## 839   839  47        No     Travel_Rarely      1001 Research & Development
## 840   840  48        No     Travel_Rarely      1224 Research & Development
## 841   841  18       Yes     Travel_Rarely       230 Research & Development
## 842   842  29        No     Travel_Rarely       332        Human Resources
## 843   843  52        No Travel_Frequently       890 Research & Development
## 844   844  34        No     Travel_Rarely       943 Research & Development
## 845   845  34        No     Travel_Rarely       511                  Sales
## 846   846  28        No     Travel_Rarely      1300 Research & Development
## 847   847  19        No     Travel_Rarely      1181 Research & Development
## 848   848  39        No     Travel_Rarely      1132 Research & Development
## 849   849  40       Yes     Travel_Rarely       575                  Sales
## 850   850  26        No Travel_Frequently      1096 Research & Development
## 851   851  31       Yes     Travel_Rarely       542                  Sales
## 852   852  30        No     Travel_Rarely       125 Research & Development
## 853   853  29        No     Travel_Rarely       153 Research & Development
## 854   854  28        No     Travel_Rarely      1476 Research & Development
## 855   855  35        No     Travel_Rarely       219 Research & Development
## 856   856  35        No     Travel_Rarely       660                  Sales
## 857   857  30       Yes     Travel_Rarely      1005 Research & Development
## 858   858  31        No Travel_Frequently       798 Research & Development
## 859   859  41        No     Travel_Rarely       933 Research & Development
## 860   860  44       Yes     Travel_Rarely       621 Research & Development
## 861   861  51        No Travel_Frequently       968 Research & Development
## 862   862  43        No     Travel_Rarely       531                  Sales
## 863   863  34       Yes        Non-Travel      1362                  Sales
## 864   864  47        No Travel_Frequently       217                  Sales
## 865   865  45        No     Travel_Rarely      1448 Research & Development
## 866   866  48        No     Travel_Rarely       855 Research & Development
## 867   867  32        No        Non-Travel       976                  Sales
## 868   868  47        No     Travel_Rarely       571                  Sales
## 869   869  45        No     Travel_Rarely      1457 Research & Development
## 870   870  35        No Travel_Frequently       138 Research & Development
## 871  1171  35      <NA>     Travel_Rarely       750 Research & Development
## 872  1172  33      <NA>     Travel_Rarely       147        Human Resources
## 873  1173  26      <NA>     Travel_Rarely      1330 Research & Development
## 874  1174  55      <NA>     Travel_Rarely      1311 Research & Development
## 875  1175  29      <NA>     Travel_Rarely      1246                  Sales
## 876  1176  51      <NA> Travel_Frequently      1456 Research & Development
## 877  1177  52      <NA>        Non-Travel       585                  Sales
## 878  1178  39      <NA>     Travel_Rarely      1387 Research & Development
## 879  1179  31      <NA>     Travel_Rarely      1062 Research & Development
## 880  1180  31      <NA> Travel_Frequently       534 Research & Development
## 881  1181  40      <NA> Travel_Frequently      1469 Research & Development
## 882  1182  31      <NA>     Travel_Rarely      1082 Research & Development
## 883  1183  33      <NA>        Non-Travel       775 Research & Development
## 884  1184  50      <NA>     Travel_Rarely       691 Research & Development
## 885  1185  33      <NA>     Travel_Rarely       516 Research & Development
## 886  1186  42      <NA>        Non-Travel       335 Research & Development
## 887  1187  33      <NA>     Travel_Rarely       575 Research & Development
## 888  1188  29      <NA>     Travel_Rarely       694 Research & Development
## 889  1189  55      <NA>     Travel_Rarely       436                  Sales
## 890  1190  49      <NA>     Travel_Rarely      1184                  Sales
## 891  1191  32      <NA>     Travel_Rarely       267 Research & Development
## 892  1192  50      <NA>     Travel_Rarely      1126 Research & Development
## 893  1193  54      <NA>     Travel_Rarely       157 Research & Development
## 894  1194  24      <NA> Travel_Frequently       897        Human Resources
## 895  1195  45      <NA>     Travel_Rarely      1038 Research & Development
## 896  1196  36      <NA>        Non-Travel       635                  Sales
## 897  1197  41      <NA>        Non-Travel       552        Human Resources
## 898  1198  21      <NA>     Travel_Rarely      1343                  Sales
## 899  1199  36      <NA>     Travel_Rarely       335                  Sales
## 900  1200  30      <NA> Travel_Frequently       109 Research & Development
## 901  1201  35      <NA> Travel_Frequently       146 Research & Development
## 902  1202  46      <NA>     Travel_Rarely       717 Research & Development
## 903  1203  39      <NA>     Travel_Rarely       903                  Sales
## 904  1204  35      <NA>     Travel_Rarely       185 Research & Development
## 905  1205  21      <NA>     Travel_Rarely      1334 Research & Development
## 906  1206  30      <NA>     Travel_Rarely      1358                  Sales
## 907  1207  42      <NA> Travel_Frequently       555                  Sales
## 908  1208  45      <NA> Travel_Frequently      1297 Research & Development
## 909  1209  39      <NA> Travel_Frequently       672 Research & Development
## 910  1210  48      <NA>     Travel_Rarely       715 Research & Development
## 911  1211  38      <NA>     Travel_Rarely       364 Research & Development
## 912  1212  21      <NA>     Travel_Rarely       546 Research & Development
## 913  1213  55      <NA>     Travel_Rarely       836 Research & Development
## 914  1214  59      <NA>     Travel_Rarely      1429 Research & Development
## 915  1215  58      <NA>     Travel_Rarely      1145 Research & Development
## 916  1216  49      <NA> Travel_Frequently      1064 Research & Development
## 917  1217  52      <NA>     Travel_Rarely      1490 Research & Development
## 918  1218  37      <NA>     Travel_Rarely       589                  Sales
## 919  1219  37      <NA>        Non-Travel      1413 Research & Development
## 920  1220  26      <NA> Travel_Frequently       921 Research & Development
## 921  1221  52      <NA>     Travel_Rarely       621                  Sales
## 922  1222  33      <NA> Travel_Frequently      1392 Research & Development
## 923  1223  32      <NA>        Non-Travel       300 Research & Development
## 924  1224  51      <NA>     Travel_Rarely      1178                  Sales
## 925  1225  39      <NA>     Travel_Rarely      1329                  Sales
## 926  1226  39      <NA> Travel_Frequently      1218 Research & Development
## 927  1227  33      <NA>     Travel_Rarely       527 Research & Development
## 928  1228  30      <NA>        Non-Travel      1400 Research & Development
## 929  1229  30      <NA>     Travel_Rarely       979                  Sales
## 930  1230  44      <NA>     Travel_Rarely       986 Research & Development
## 931  1231  40      <NA>     Travel_Rarely      1398                  Sales
## 932  1232  31      <NA>     Travel_Rarely       741 Research & Development
## 933  1233  20      <NA>     Travel_Rarely      1097 Research & Development
## 934  1234  42      <NA> Travel_Frequently       481                  Sales
## 935  1235  32      <NA>     Travel_Rarely       495 Research & Development
## 936  1236  33      <NA>     Travel_Rarely       118                  Sales
## 937  1237  53      <NA>     Travel_Rarely       102 Research & Development
## 938  1238  33      <NA> Travel_Frequently      1111                  Sales
## 939  1239  24      <NA> Travel_Frequently       535                  Sales
## 940  1240  42      <NA>     Travel_Rarely       603 Research & Development
## 941  1241  35      <NA>     Travel_Rarely       755 Research & Development
## 942  1242  44      <NA>     Travel_Rarely       200 Research & Development
## 943  1243  54      <NA>     Travel_Rarely       376 Research & Development
## 944  1244  37      <NA>     Travel_Rarely       783 Research & Development
## 945  1245  43      <NA> Travel_Frequently       422 Research & Development
## 946  1246  28      <NA>     Travel_Rarely       640 Research & Development
## 947  1247  57      <NA>     Travel_Rarely       593 Research & Development
## 948  1248  30      <NA> Travel_Frequently      1312 Research & Development
## 949  1249  36      <NA> Travel_Frequently       469 Research & Development
## 950  1250  36      <NA>     Travel_Rarely      1041        Human Resources
## 951  1251  34      <NA>     Travel_Rarely       285 Research & Development
## 952  1252  34      <NA>     Travel_Rarely       216                  Sales
## 953  1253  41      <NA>     Travel_Rarely      1411 Research & Development
## 954  1254  34      <NA> Travel_Frequently       648        Human Resources
## 955  1255  55      <NA>     Travel_Rarely       147 Research & Development
## 956  1256  52      <NA> Travel_Frequently       322 Research & Development
## 957  1257  34      <NA>     Travel_Rarely       419 Research & Development
## 958  1258  52      <NA>        Non-Travel       771                  Sales
## 959  1259  49      <NA>     Travel_Rarely      1261 Research & Development
## 960  1260  26      <NA>     Travel_Rarely      1146                  Sales
## 961  1261  44      <NA>     Travel_Rarely       921 Research & Development
## 962  1262  39      <NA>        Non-Travel       792 Research & Development
## 963  1263  27      <NA>     Travel_Rarely      1054 Research & Development
## 964  1264  50      <NA> Travel_Frequently      1115 Research & Development
## 965  1265  40      <NA>     Travel_Rarely       118                  Sales
## 966  1266  39      <NA> Travel_Frequently       766                  Sales
## 967  1267  60      <NA>     Travel_Rarely       370 Research & Development
## 968  1268  39      <NA>     Travel_Rarely       867 Research & Development
## 969  1269  29      <NA>     Travel_Rarely       992 Research & Development
## 970  1270  31      <NA>     Travel_Rarely       202 Research & Development
## 971  1271  41      <NA>     Travel_Rarely       896                  Sales
## 972  1272  30      <NA>        Non-Travel       829 Research & Development
## 973  1273  25      <NA>     Travel_Rarely      1219 Research & Development
## 974  1274  53      <NA>     Travel_Rarely      1070 Research & Development
## 975  1275  30      <NA> Travel_Frequently       448                  Sales
## 976  1276  26      <NA>     Travel_Rarely      1066 Research & Development
## 977  1277  36      <NA> Travel_Frequently      1302 Research & Development
## 978  1278  31      <NA>     Travel_Rarely      1079                  Sales
## 979  1279  37      <NA>     Travel_Rarely       807        Human Resources
## 980  1280  54      <NA>        Non-Travel       142        Human Resources
## 981  1281  35      <NA> Travel_Frequently       662                  Sales
## 982  1282  35      <NA>     Travel_Rarely      1296 Research & Development
## 983  1283  37      <NA>     Travel_Rarely       367 Research & Development
## 984  1284  38      <NA>     Travel_Rarely      1084 Research & Development
## 985  1285  58      <NA>     Travel_Rarely       605                  Sales
## 986  1286  43      <NA> Travel_Frequently       775                  Sales
## 987  1287  30      <NA>     Travel_Rarely      1465 Research & Development
## 988  1288  29      <NA>     Travel_Rarely       121                  Sales
## 989  1289  24      <NA>        Non-Travel      1092 Research & Development
## 990  1290  58      <NA>     Travel_Rarely       682                  Sales
## 991  1291  38      <NA>     Travel_Rarely      1321                  Sales
## 992  1292  52      <NA>     Travel_Rarely       319 Research & Development
## 993  1293  50      <NA>     Travel_Rarely       264                  Sales
## 994  1294  36      <NA> Travel_Frequently       884 Research & Development
## 995  1295  36      <NA> Travel_Frequently       607                  Sales
## 996  1296  53      <NA>     Travel_Rarely       868                  Sales
## 997  1297  29      <NA>     Travel_Rarely      1396                  Sales
## 998  1298  50      <NA>     Travel_Rarely      1099 Research & Development
## 999  1299  54      <NA>     Travel_Rarely       821 Research & Development
## 1000 1300  36      <NA>        Non-Travel       894 Research & Development
## 1001 1301  56      <NA>     Travel_Rarely       310 Research & Development
## 1002 1302  44      <NA>     Travel_Rarely       136 Research & Development
## 1003 1303  49      <NA>     Travel_Rarely      1091 Research & Development
## 1004 1304  32      <NA>     Travel_Rarely       414                  Sales
## 1005 1305  55      <NA>     Travel_Rarely       111                  Sales
## 1006 1306  35      <NA>     Travel_Rarely      1315 Research & Development
## 1007 1307  36      <NA>     Travel_Rarely      1425 Research & Development
## 1008 1308  42      <NA>     Travel_Rarely      1210 Research & Development
## 1009 1309  27      <NA>        Non-Travel      1277 Research & Development
## 1010 1310  46      <NA>        Non-Travel       849                  Sales
## 1011 1311  45      <NA>     Travel_Rarely       194 Research & Development
## 1012 1312  42      <NA> Travel_Frequently       570 Research & Development
## 1013 1313  40      <NA>     Travel_Rarely       448 Research & Development
## 1014 1314  32      <NA>     Travel_Rarely       120 Research & Development
## 1015 1315  45      <NA>     Travel_Rarely       538 Research & Development
## 1016 1316  41      <NA> Travel_Frequently       143                  Sales
## 1017 1317  42      <NA>     Travel_Rarely       188 Research & Development
## 1018 1318  31      <NA> Travel_Frequently       667                  Sales
## 1019 1319  28      <NA>     Travel_Rarely      1117 Research & Development
## 1020 1320  55      <NA>     Travel_Rarely       685                  Sales
## 1021 1321  33      <NA>     Travel_Rarely       832 Research & Development
## 1022 1322  53      <NA>     Travel_Rarely       346 Research & Development
## 1023 1323  40      <NA> Travel_Frequently       530 Research & Development
## 1024 1324  30      <NA>     Travel_Rarely      1092 Research & Development
## 1025 1325  40      <NA>     Travel_Rarely       804 Research & Development
## 1026 1326  31      <NA>     Travel_Rarely       329 Research & Development
## 1027 1327  34      <NA>        Non-Travel       999 Research & Development
## 1028 1328  40      <NA>     Travel_Rarely       299                  Sales
## 1029 1329  21      <NA>     Travel_Rarely       391 Research & Development
## 1030 1330  35      <NA>        Non-Travel      1097 Research & Development
## 1031 1331  40      <NA>     Travel_Rarely       369 Research & Development
## 1032 1332  28      <NA>     Travel_Rarely      1083 Research & Development
## 1033 1333  34      <NA>     Travel_Rarely       699 Research & Development
## 1034 1334  29      <NA>     Travel_Rarely       806 Research & Development
## 1035 1335  42      <NA>     Travel_Rarely      1265 Research & Development
## 1036 1336  29      <NA>     Travel_Rarely      1283 Research & Development
## 1037 1337  51      <NA> Travel_Frequently       237                  Sales
## 1038 1338  27      <NA>        Non-Travel       210                  Sales
## 1039 1339  50      <NA>     Travel_Rarely      1207 Research & Development
## 1040 1340  35      <NA>     Travel_Rarely       195                  Sales
## 1041 1341  25      <NA>     Travel_Rarely       180 Research & Development
## 1042 1342  44      <NA>     Travel_Rarely       935 Research & Development
## 1043 1343  27      <NA>     Travel_Rarely       975 Research & Development
## 1044 1344  38      <NA>     Travel_Rarely      1380 Research & Development
## 1045 1345  27      <NA>     Travel_Rarely      1469 Research & Development
## 1046 1346  49      <NA> Travel_Frequently       279 Research & Development
## 1047 1347  49      <NA>     Travel_Rarely      1418 Research & Development
## 1048 1348  35      <NA>     Travel_Rarely      1349 Research & Development
## 1049 1349  44      <NA>     Travel_Rarely      1315 Research & Development
## 1050 1350  44      <NA>     Travel_Rarely      1448                  Sales
## 1051 1351  26      <NA> Travel_Frequently       575 Research & Development
## 1052 1352  43      <NA>     Travel_Rarely      1273 Research & Development
## 1053 1353  50      <NA>     Travel_Rarely       328 Research & Development
## 1054 1354  41      <NA>     Travel_Rarely       930                  Sales
## 1055 1355  43      <NA>     Travel_Rarely       982 Research & Development
## 1056 1356  53      <NA>     Travel_Rarely       238                  Sales
## 1057 1357  45      <NA>     Travel_Rarely      1005 Research & Development
## 1058 1358  20      <NA>     Travel_Rarely       805 Research & Development
## 1059 1359  54      <NA> Travel_Frequently       966 Research & Development
## 1060 1360  39      <NA>     Travel_Rarely       524 Research & Development
## 1061 1361  30      <NA>     Travel_Rarely      1334                  Sales
## 1062 1362  39      <NA>     Travel_Rarely       170 Research & Development
## 1063 1363  35      <NA>     Travel_Rarely       819 Research & Development
## 1064 1364  38      <NA> Travel_Frequently      1186 Research & Development
## 1065 1365  25      <NA>     Travel_Rarely       622                  Sales
## 1066 1366  29      <NA>     Travel_Rarely       738 Research & Development
## 1067 1367  34      <NA> Travel_Frequently       988        Human Resources
## 1068 1368  31      <NA>        Non-Travel       979 Research & Development
## 1069 1369  51      <NA>     Travel_Rarely       770        Human Resources
## 1070 1370  54      <NA>     Travel_Rarely       155 Research & Development
## 1071 1371  41      <NA> Travel_Frequently       840 Research & Development
## 1072 1372  28      <NA>     Travel_Rarely      1181 Research & Development
## 1073 1373  39      <NA>     Travel_Rarely      1431 Research & Development
## 1074 1374  36      <NA>     Travel_Rarely       363 Research & Development
## 1075 1375  53      <NA>        Non-Travel       661 Research & Development
## 1076 1376  31      <NA>     Travel_Rarely       140 Research & Development
## 1077 1377  28      <NA>     Travel_Rarely       304                  Sales
## 1078 1378  33      <NA>        Non-Travel      1283                  Sales
## 1079 1379  38      <NA>     Travel_Rarely       437                  Sales
## 1080 1380  50      <NA>     Travel_Rarely       854                  Sales
## 1081 1381  26      <NA> Travel_Frequently       575 Research & Development
## 1082 1382  45      <NA>     Travel_Rarely       549 Research & Development
## 1083 1383  38      <NA> Travel_Frequently       240 Research & Development
## 1084 1384  32      <NA>     Travel_Rarely       638 Research & Development
## 1085 1385  42      <NA>     Travel_Rarely       201 Research & Development
## 1086 1386  34      <NA>     Travel_Rarely      1440                  Sales
## 1087 1387  29      <NA>     Travel_Rarely       598 Research & Development
## 1088 1388  31      <NA>     Travel_Rarely       330 Research & Development
## 1089 1389  23      <NA>     Travel_Rarely      1309 Research & Development
## 1090 1390  36      <NA>        Non-Travel       217 Research & Development
## 1091 1391  30      <NA>     Travel_Rarely       570                  Sales
## 1092 1392  29      <NA>     Travel_Rarely      1090                  Sales
## 1093 1393  42      <NA>     Travel_Rarely       532 Research & Development
## 1094 1394  51      <NA>     Travel_Rarely       684 Research & Development
## 1095 1395  22      <NA>     Travel_Rarely      1230 Research & Development
## 1096 1396  35      <NA>     Travel_Rarely      1276 Research & Development
## 1097 1397  35      <NA> Travel_Frequently       482 Research & Development
## 1098 1398  35      <NA> Travel_Frequently      1199 Research & Development
## 1099 1399  40      <NA>     Travel_Rarely      1124                  Sales
## 1100 1400  37      <NA>     Travel_Rarely      1107 Research & Development
## 1101 1401  35      <NA>     Travel_Rarely       104 Research & Development
## 1102 1402  25      <NA>     Travel_Rarely       141                  Sales
## 1103 1403  44      <NA>     Travel_Rarely      1199 Research & Development
## 1104 1404  35      <NA>     Travel_Rarely       144 Research & Development
## 1105 1405  31      <NA> Travel_Frequently       754                  Sales
## 1106 1406  35      <NA>     Travel_Rarely      1258 Research & Development
## 1107 1407  33      <NA>     Travel_Rarely       924 Research & Development
## 1108 1408  29      <NA>     Travel_Rarely       441 Research & Development
## 1109 1409  55      <NA>     Travel_Rarely       452 Research & Development
## 1110 1410  55      <NA>     Travel_Rarely      1117                  Sales
## 1111 1411  22      <NA>     Travel_Rarely       581 Research & Development
## 1112 1412  32      <NA>        Non-Travel       953 Research & Development
## 1113 1413  50      <NA>     Travel_Rarely      1464 Research & Development
## 1114 1414  36      <NA>     Travel_Rarely      1174                  Sales
## 1115 1415  40      <NA> Travel_Frequently      1395 Research & Development
## 1116 1416  33      <NA> Travel_Frequently       827 Research & Development
## 1117 1417  31      <NA> Travel_Frequently       523 Research & Development
## 1118 1418  26      <NA>     Travel_Rarely       991 Research & Development
## 1119 1419  31      <NA> Travel_Frequently      1445 Research & Development
## 1120 1420  35      <NA>     Travel_Rarely       735 Research & Development
## 1121 1421  33      <NA>     Travel_Rarely      1017 Research & Development
## 1122 1422  41      <NA>        Non-Travel       247 Research & Development
## 1123 1423  41      <NA>     Travel_Rarely       427        Human Resources
## 1124 1424  27      <NA>        Non-Travel       443 Research & Development
## 1125 1425  46      <NA>     Travel_Rarely       406                  Sales
## 1126 1426  50      <NA>     Travel_Rarely      1046 Research & Development
## 1127 1427  45      <NA> Travel_Frequently      1199 Research & Development
## 1128 1428  30      <NA>        Non-Travel       879 Research & Development
## 1129 1429  26      <NA>     Travel_Rarely       950                  Sales
## 1130 1430  40      <NA>     Travel_Rarely      1137 Research & Development
## 1131 1431  55      <NA>     Travel_Rarely      1136 Research & Development
## 1132 1432  31      <NA>        Non-Travel       587                  Sales
## 1133 1433  33      <NA>        Non-Travel       722                  Sales
## 1134 1434  50      <NA> Travel_Frequently       878                  Sales
## 1135 1435  24      <NA>        Non-Travel       673 Research & Development
## 1136 1436  45      <NA>     Travel_Rarely       950 Research & Development
## 1137 1437  53      <NA>     Travel_Rarely      1395 Research & Development
## 1138 1438  31      <NA>     Travel_Rarely       525                  Sales
## 1139 1439  39      <NA>        Non-Travel       592 Research & Development
## 1140 1440  35      <NA>     Travel_Rarely       583 Research & Development
## 1141 1441  38      <NA>     Travel_Rarely       723                  Sales
## 1142 1442  23      <NA>     Travel_Rarely      1243 Research & Development
## 1143 1443  31      <NA>        Non-Travel       325 Research & Development
## 1144 1444  21      <NA>     Travel_Rarely       156                  Sales
## 1145 1445  19      <NA>     Travel_Rarely       489        Human Resources
## 1146 1446  29      <NA>     Travel_Rarely       592 Research & Development
## 1147 1447  26      <NA> Travel_Frequently      1283                  Sales
## 1148 1448  43      <NA>     Travel_Rarely       574 Research & Development
## 1149 1449  32      <NA>     Travel_Rarely       371                  Sales
## 1150 1450  22      <NA>     Travel_Rarely       534 Research & Development
## 1151 1451  28      <NA>     Travel_Rarely      1404 Research & Development
## 1152 1452  29      <NA> Travel_Frequently       806 Research & Development
## 1153 1453  54      <NA>     Travel_Rarely      1082                  Sales
## 1154 1454  56      <NA> Travel_Frequently      1240 Research & Development
## 1155 1455  29      <NA> Travel_Frequently       115                  Sales
## 1156 1456  23      <NA>     Travel_Rarely      1320 Research & Development
## 1157 1457  41      <NA>     Travel_Rarely      1085 Research & Development
## 1158 1458  27      <NA>     Travel_Rarely      1220 Research & Development
## 1159 1459  44      <NA> Travel_Frequently       920 Research & Development
## 1160 1460  22      <NA>     Travel_Rarely       604 Research & Development
## 1161 1461  44      <NA>     Travel_Rarely       625 Research & Development
## 1162 1462  37      <NA>     Travel_Rarely       571 Research & Development
## 1163 1463  30      <NA>     Travel_Rarely       241 Research & Development
## 1164 1464  49      <NA> Travel_Frequently      1023                  Sales
## 1165 1465  26      <NA>     Travel_Rarely       474 Research & Development
## 1166 1466  36      <NA>     Travel_Rarely       938 Research & Development
## 1167 1467  32      <NA>     Travel_Rarely      1093                  Sales
## 1168 1468  26      <NA>     Travel_Rarely      1357 Research & Development
## 1169 1469  45      <NA>     Travel_Rarely       252 Research & Development
## 1170 1470  47      <NA>     Travel_Rarely       249                  Sales
## 1171  871  43        No Travel_Frequently      1422                  Sales
## 1172  872  33        No     Travel_Rarely       461 Research & Development
## 1173  873  55       Yes     Travel_Rarely       267                  Sales
## 1174  874  36        No        Non-Travel      1351 Research & Development
## 1175  875  27        No     Travel_Rarely      1302 Research & Development
## 1176  876  39       Yes     Travel_Rarely       895                  Sales
## 1177  877  33        No        Non-Travel       750                  Sales
## 1178  878  21       Yes Travel_Frequently       251 Research & Development
## 1179  879  30        No Travel_Frequently      1312 Research & Development
## 1180  880  51        No     Travel_Rarely      1405 Research & Development
## 1181  881  46       Yes     Travel_Rarely       377                  Sales
## 1182  882  40        No     Travel_Rarely       329 Research & Development
## 1183  883  29        No     Travel_Rarely      1176                  Sales
## 1184  884  27        No Travel_Frequently       829                  Sales
## 1185  885  29        No     Travel_Rarely      1210                  Sales
## 1186  886  22       Yes     Travel_Rarely       617 Research & Development
## 1187  887  29        No     Travel_Rarely       726 Research & Development
## 1188  888  34        No     Travel_Rarely       167 Research & Development
## 1189  889  31        No     Travel_Rarely       655 Research & Development
## 1190  890  35        No     Travel_Rarely       528        Human Resources
## 1191  891  40        No     Travel_Rarely       523 Research & Development
## 1192  892  30        No     Travel_Rarely      1288                  Sales
## 1193  893  46       Yes     Travel_Rarely       669                  Sales
## 1194  894  27        No Travel_Frequently      1410                  Sales
## 1195  895  49        No     Travel_Rarely      1490 Research & Development
## 1196  896  46        No     Travel_Rarely       706 Research & Development
## 1197  897  33       Yes     Travel_Rarely       211                  Sales
## 1198  898  42        No        Non-Travel       495 Research & Development
## 1199  899  34        No     Travel_Rarely       507                  Sales
## 1200  900  36        No     Travel_Rarely       329 Research & Development
## 1201  901  27        No     Travel_Rarely       591 Research & Development
## 1202  902  44        No Travel_Frequently       383                  Sales
## 1203  903  48        No     Travel_Rarely       492                  Sales
## 1204  904  40        No     Travel_Rarely       543 Research & Development
## 1205  905  45        No     Travel_Rarely      1234                  Sales
## 1206  906  33        No Travel_Frequently       970                  Sales
## 1207  907  46        No Travel_Frequently       638 Research & Development
## 1208  908  37        No     Travel_Rarely      1192 Research & Development
## 1209  909  28       Yes     Travel_Rarely      1434 Research & Development
## 1210  910  32        No     Travel_Rarely       827 Research & Development
## 1211  911  43        No     Travel_Rarely       920 Research & Development
## 1212  912  38        No Travel_Frequently      1444        Human Resources
## 1213  913  40        No     Travel_Rarely       616 Research & Development
## 1214  914  34        No     Travel_Rarely      1354 Research & Development
## 1215  915  41        No     Travel_Rarely       549 Research & Development
## 1216  916  23        No     Travel_Rarely       507 Research & Development
## 1217  917  28        No     Travel_Rarely      1217 Research & Development
## 1218  918  26        No     Travel_Rarely       572                  Sales
## 1219  919  28        No     Travel_Rarely      1144                  Sales
## 1220  920  59        No     Travel_Rarely      1324 Research & Development
## 1221  921  30        No     Travel_Rarely       413                  Sales
## 1222  922  35        No     Travel_Rarely      1229 Research & Development
## 1223  923  36       Yes     Travel_Rarely       660 Research & Development
## 1224  924  42        No        Non-Travel       179        Human Resources
## 1225  925  54        No     Travel_Rarely       584 Research & Development
## 1226  926  40        No     Travel_Rarely      1171 Research & Development
## 1227  927  32        No     Travel_Rarely       604                  Sales
## 1228  928  38        No     Travel_Rarely       201 Research & Development
## 1229  929  22        No        Non-Travel      1123 Research & Development
## 1230  930  32        No Travel_Frequently      1005 Research & Development
## 1231  931  34        No        Non-Travel      1375                  Sales
## 1232  932  32        No     Travel_Rarely      1018 Research & Development
## 1233  933  41        No     Travel_Rarely       645                  Sales
## 1234  934  58       Yes Travel_Frequently       781 Research & Development
## 1235  935  20       Yes     Travel_Rarely       129 Research & Development
## 1236  936  24       Yes Travel_Frequently       381 Research & Development
## 1237  937  46        No     Travel_Rarely       644 Research & Development
## 1238  938  51       Yes Travel_Frequently      1150 Research & Development
## 1239  939  39        No     Travel_Rarely       116 Research & Development
## 1240  940  28        No     Travel_Rarely      1172                  Sales
## 1241  941  40       Yes     Travel_Rarely       676 Research & Development
## 1242  942  39        No     Travel_Rarely      1462                  Sales
## 1243  943  59        No     Travel_Rarely      1435                  Sales
## 1244  944  27        No     Travel_Rarely      1055 Research & Development
## 1245  945  18        No     Travel_Rarely       812                  Sales
## 1246  946  29        No Travel_Frequently       995 Research & Development
## 1247  947  21       Yes     Travel_Rarely       337                  Sales
## 1248  948  26        No     Travel_Rarely      1349 Research & Development
## 1249  949  26       Yes Travel_Frequently       426        Human Resources
## 1250  950  47       Yes Travel_Frequently       719                  Sales
## 1251  951  42        No        Non-Travel       355 Research & Development
## 1252  952  40        No     Travel_Rarely       300                  Sales
## 1253  953  37        No     Travel_Rarely       124 Research & Development
## 1254  954  27        No Travel_Frequently      1297 Research & Development
## 1255  955  39        No        Non-Travel       439 Research & Development
## 1256  956  45        No     Travel_Rarely       176        Human Resources
## 1257  957  56        No     Travel_Rarely      1400 Research & Development
## 1258  958  32        No        Non-Travel      1109 Research & Development
## 1259  959  41        No     Travel_Rarely      1206                  Sales
## 1260  960  58       Yes     Travel_Rarely       286 Research & Development
## 1261  961  29        No     Travel_Rarely       665 Research & Development
## 1262  962  40        No     Travel_Rarely      1300 Research & Development
## 1263  963  38        No Travel_Frequently       471 Research & Development
## 1264  964  39        No     Travel_Rarely       141        Human Resources
## 1265  965  25        No     Travel_Rarely      1280 Research & Development
## 1266  966  50        No     Travel_Rarely       989 Research & Development
## 1267  967  29        No     Travel_Rarely       468 Research & Development
## 1268  968  36        No     Travel_Rarely       164                  Sales
## 1269  969  50        No Travel_Frequently      1421 Research & Development
## 1270  970  26       Yes     Travel_Rarely      1449 Research & Development
## 1271  971  27        No     Travel_Rarely       954                  Sales
## 1272  972  31        No     Travel_Rarely       616 Research & Development
## 1273  973  28        No Travel_Frequently       791 Research & Development
## 1274  974  20        No     Travel_Rarely       959 Research & Development
## 1275  975  24        No     Travel_Rarely      1206 Research & Development
## 1276  976  29       Yes     Travel_Rarely       896 Research & Development
## 1277  977  48        No     Travel_Rarely       277 Research & Development
## 1278  978  39       Yes     Travel_Rarely       360 Research & Development
## 1279  979  35        No     Travel_Rarely       607 Research & Development
## 1280  980  49        No     Travel_Rarely      1098 Research & Development
## 1281  981  35        No     Travel_Rarely      1402                  Sales
## 1282  982  46        No     Travel_Rarely      1125                  Sales
## 1283  983  52        No     Travel_Rarely      1323 Research & Development
## 1284  984  26        No     Travel_Rarely      1167                  Sales
## 1285  985  36        No     Travel_Rarely      1120                  Sales
## 1286  986  32       Yes Travel_Frequently       238 Research & Development
## 1287  987  22       Yes Travel_Frequently      1256 Research & Development
## 1288  988  32        No     Travel_Rarely       601                  Sales
## 1289  989  39        No Travel_Frequently       945 Research & Development
## 1290  990  31        No     Travel_Rarely       408 Research & Development
## 1291  991  39        No     Travel_Rarely      1383        Human Resources
## 1292  992  24        No     Travel_Rarely       581 Research & Development
## 1293  993  30        No     Travel_Rarely      1240        Human Resources
## 1294  994  40        No Travel_Frequently      1184                  Sales
## 1295  995  38        No        Non-Travel       152                  Sales
## 1296  996  34        No     Travel_Rarely       665 Research & Development
## 1297  997  38        No Travel_Frequently      1391 Research & Development
## 1298  998  54        No     Travel_Rarely       971 Research & Development
## 1299  999  35        No     Travel_Rarely       882                  Sales
## 1300 1000  32       Yes     Travel_Rarely       374 Research & Development
## 1301 1001  46        No     Travel_Rarely       945        Human Resources
## 1302 1002  47        No Travel_Frequently      1309                  Sales
## 1303 1003  32        No     Travel_Rarely       977 Research & Development
## 1304 1004  47        No     Travel_Rarely       983 Research & Development
## 1305 1005  48        No     Travel_Rarely      1108 Research & Development
## 1306 1006  34        No     Travel_Rarely       735                  Sales
## 1307 1007  20        No     Travel_Rarely      1141                  Sales
## 1308 1008  38        No     Travel_Rarely       688 Research & Development
## 1309 1009  53        No     Travel_Rarely      1223 Research & Development
## 1310 1010  53        No     Travel_Rarely      1436                  Sales
## 1311 1011  37       Yes Travel_Frequently       504 Research & Development
## 1312 1012  34        No     Travel_Rarely      1031 Research & Development
## 1313 1013  32        No     Travel_Rarely       588                  Sales
## 1314 1014  34       Yes Travel_Frequently       234 Research & Development
## 1315 1015  30       Yes Travel_Frequently       334                  Sales
## 1316 1016  43        No     Travel_Rarely       990 Research & Development
## 1317 1017  42        No     Travel_Rarely       269 Research & Development
## 1318 1018  35        No     Travel_Rarely       662                  Sales
## 1319 1019  30        No     Travel_Rarely      1339                  Sales
## 1320 1020  18        No        Non-Travel       287 Research & Development
## 1321 1021  45        No     Travel_Rarely       561                  Sales
## 1322 1022  36        No        Non-Travel       845                  Sales
## 1323 1023  39        No     Travel_Rarely       835 Research & Development
## 1324 1024  45        No        Non-Travel      1238 Research & Development
## 1325 1025  41        No Travel_Frequently       857 Research & Development
## 1326 1026  39        No        Non-Travel       105 Research & Development
## 1327 1027  31        No     Travel_Rarely       106        Human Resources
## 1328 1028  25        No     Travel_Rarely       891                  Sales
## 1329 1029  24       Yes     Travel_Rarely       693                  Sales
## 1330 1030  44       Yes     Travel_Rarely      1376        Human Resources
## 1331 1031  32        No     Travel_Rarely       499                  Sales
## 1332 1032  43        No     Travel_Rarely       244        Human Resources
## 1333 1033  27        No     Travel_Rarely       269 Research & Development
## 1334 1034  26        No     Travel_Rarely       482 Research & Development
## 1335 1035  40        No        Non-Travel       663 Research & Development
## 1336 1036  20       Yes     Travel_Rarely      1362 Research & Development
## 1337 1037  25        No     Travel_Rarely       883                  Sales
## 1338 1038  54        No     Travel_Rarely       397        Human Resources
## 1339 1039  39        No     Travel_Rarely      1253 Research & Development
## 1340 1040  29        No     Travel_Rarely       657 Research & Development
## 1341 1041  31       Yes Travel_Frequently       307 Research & Development
## 1342 1042  33        No     Travel_Rarely      1198 Research & Development
## 1343 1043  36        No     Travel_Rarely       557                  Sales
## 1344 1044  36        No     Travel_Rarely       928                  Sales
## 1345 1045  28        No        Non-Travel      1103 Research & Development
## 1346 1046  28       Yes Travel_Frequently      1009 Research & Development
## 1347 1047  38       Yes     Travel_Rarely       903 Research & Development
## 1348 1048  33        No Travel_Frequently       553 Research & Development
## 1349 1049  27       Yes     Travel_Rarely       135 Research & Development
## 1350 1050  35       Yes     Travel_Rarely       763                  Sales
## 1351 1051  53       Yes     Travel_Rarely       607 Research & Development
## 1352 1052  36        No Travel_Frequently       635 Research & Development
## 1353 1053  43        No     Travel_Rarely      1473 Research & Development
## 1354 1054  28        No     Travel_Rarely       995 Research & Development
## 1355 1055  27        No Travel_Frequently       591 Research & Development
## 1356 1056  25       Yes     Travel_Rarely       688 Research & Development
## 1357 1057  27        No Travel_Frequently       472 Research & Development
## 1358 1058  43        No     Travel_Rarely      1034                  Sales
## 1359 1059  37        No     Travel_Rarely      1239        Human Resources
## 1360 1060  28        No     Travel_Rarely      1451 Research & Development
## 1361 1061  57        No     Travel_Rarely       405 Research & Development
## 1362 1062  34        No Travel_Frequently       426 Research & Development
## 1363 1063  33        No Travel_Frequently      1296 Research & Development
## 1364 1064  23       Yes     Travel_Rarely       427                  Sales
## 1365 1065  58        No        Non-Travel       390 Research & Development
## 1366 1066  23        No     Travel_Rarely       650 Research & Development
## 1367 1067  40        No     Travel_Rarely      1194 Research & Development
## 1368 1068  60        No     Travel_Rarely       422 Research & Development
## 1369 1069  33        No Travel_Frequently       430                  Sales
## 1370 1070  50        No     Travel_Rarely       316                  Sales
## 1371 1071  27        No     Travel_Rarely      1291                  Sales
## 1372 1072  31        No     Travel_Rarely       480 Research & Development
## 1373 1073  20        No     Travel_Rarely       654                  Sales
## 1374 1074  30        No     Travel_Rarely       305 Research & Development
## 1375 1075  56        No     Travel_Rarely      1443                  Sales
## 1376 1076  46        No     Travel_Rarely      1402                  Sales
## 1377 1077  53        No     Travel_Rarely      1282 Research & Development
## 1378 1078  31        No     Travel_Rarely       311 Research & Development
## 1379 1079  36        No     Travel_Rarely       506 Research & Development
## 1380 1080  42        No Travel_Frequently       532 Research & Development
## 1381 1081  40        No     Travel_Rarely      1322 Research & Development
## 1382 1082  35        No     Travel_Rarely       287 Research & Development
## 1383 1083  23       Yes Travel_Frequently       638                  Sales
## 1384 1084  35        No     Travel_Rarely       619                  Sales
## 1385 1085  38        No Travel_Frequently       216 Research & Development
## 1386 1086  40        No Travel_Frequently       580                  Sales
## 1387 1087  31        No     Travel_Rarely      1003                  Sales
## 1388 1088  38        No     Travel_Rarely       268 Research & Development
## 1389 1089  31        No     Travel_Rarely       691 Research & Development
## 1390 1090  27        No     Travel_Rarely       205                  Sales
## 1391 1091  29        No     Travel_Rarely       144                  Sales
## 1392 1092  36        No        Non-Travel       301                  Sales
## 1393 1093  37        No Travel_Frequently       663 Research & Development
## 1394 1094  40        No     Travel_Rarely       107                  Sales
## 1395 1095  25        No        Non-Travel       675 Research & Development
## 1396 1096  37        No     Travel_Rarely       446 Research & Development
## 1397 1097  37        No     Travel_Rarely      1017 Research & Development
## 1398 1098  30       Yes Travel_Frequently       600        Human Resources
## 1399 1099  32        No     Travel_Rarely      1062 Research & Development
## 1400 1100  37       Yes     Travel_Rarely       370 Research & Development
## 1401 1101  40        No     Travel_Rarely       989 Research & Development
## 1402 1102  40        No     Travel_Rarely       759                  Sales
## 1403 1103  38        No        Non-Travel      1327                  Sales
## 1404 1104  53        No     Travel_Rarely       661                  Sales
## 1405 1105  36        No     Travel_Rarely       188 Research & Development
## 1406 1106  29        No Travel_Frequently       490 Research & Development
## 1407 1107  27        No     Travel_Rarely      1103 Research & Development
## 1408 1108  44        No     Travel_Rarely      1112        Human Resources
## 1409 1109  27        No Travel_Frequently      1242                  Sales
## 1410 1110  35        No     Travel_Rarely       682                  Sales
## 1411 1111  35        No        Non-Travel       208 Research & Development
## 1412 1112  59        No     Travel_Rarely      1089                  Sales
## 1413 1113  33       Yes     Travel_Rarely      1277 Research & Development
## 1414 1114  50       Yes Travel_Frequently       562                  Sales
## 1415 1115  47        No     Travel_Rarely      1180 Research & Development
## 1416 1116  27        No Travel_Frequently      1131 Research & Development
## 1417 1117  37        No     Travel_Rarely      1305 Research & Development
## 1418 1118  28        No        Non-Travel      1476 Research & Development
## 1419 1119  58        No     Travel_Rarely      1272 Research & Development
## 1420 1120  34        No     Travel_Rarely       204                  Sales
## 1421 1121  50       Yes     Travel_Rarely       410                  Sales
## 1422 1122  48        No        Non-Travel      1262 Research & Development
## 1423 1123  31        No Travel_Frequently      1125 Research & Development
## 1424 1124  45        No        Non-Travel      1195 Research & Development
## 1425 1125  34        No     Travel_Rarely      1320 Research & Development
## 1426 1126  19       Yes Travel_Frequently       602                  Sales
## 1427 1127  24       Yes Travel_Frequently      1287 Research & Development
## 1428 1128  52        No     Travel_Rarely      1325 Research & Development
## 1429 1129  41        No     Travel_Rarely       334                  Sales
## 1430 1130  22        No     Travel_Rarely       217 Research & Development
## 1431 1131  31        No Travel_Frequently      1327 Research & Development
## 1432 1132  39        No     Travel_Rarely       412 Research & Development
## 1433 1133  42        No     Travel_Rarely       622 Research & Development
## 1434 1134  38        No Travel_Frequently       148 Research & Development
## 1435 1135  32       Yes     Travel_Rarely      1033 Research & Development
## 1436 1136  26        No     Travel_Rarely       192 Research & Development
## 1437 1137  37        No     Travel_Rarely       921 Research & Development
## 1438 1138  41        No Travel_Frequently      1018                  Sales
## 1439 1139  38        No     Travel_Rarely       119                  Sales
## 1440 1140  43        No     Travel_Rarely      1291 Research & Development
## 1441 1141  31        No     Travel_Rarely      1463 Research & Development
## 1442 1142  42        No     Travel_Rarely       691                  Sales
## 1443 1143  48        No     Travel_Rarely      1355 Research & Development
## 1444 1144  28        No     Travel_Rarely       821                  Sales
## 1445 1145  44        No Travel_Frequently       602        Human Resources
## 1446 1146  45        No     Travel_Rarely       374                  Sales
## 1447 1147  34        No     Travel_Rarely       628 Research & Development
## 1448 1148  31        No     Travel_Rarely       471 Research & Development
## 1449 1149  29        No     Travel_Rarely      1010 Research & Development
## 1450 1150  30        No     Travel_Rarely       288 Research & Development
## 1451 1151  38        No Travel_Frequently       693 Research & Development
## 1452 1152  27        No Travel_Frequently       793                  Sales
## 1453 1153  54        No Travel_Frequently       928 Research & Development
## 1454 1154  28       Yes     Travel_Rarely      1485 Research & Development
## 1455 1155  49        No     Travel_Rarely       470 Research & Development
## 1456 1156  51        No     Travel_Rarely       313 Research & Development
## 1457 1157  29       Yes     Travel_Rarely       341                  Sales
## 1458 1158  36        No     Travel_Rarely       430 Research & Development
## 1459 1159  27        No     Travel_Rarely       199 Research & Development
## 1460 1160  36        No     Travel_Rarely       216 Research & Development
## 1461 1161  44       Yes     Travel_Rarely      1097 Research & Development
## 1462 1162  38        No     Travel_Rarely       168 Research & Development
## 1463 1163  29        No Travel_Frequently       574 Research & Development
## 1464 1164  37        No     Travel_Rarely       799 Research & Development
## 1465 1165  26       Yes Travel_Frequently       887 Research & Development
## 1466 1166  32        No Travel_Frequently       116 Research & Development
## 1467 1167  40        No     Travel_Rarely      1492 Research & Development
## 1468 1168  30        No     Travel_Rarely      1082                  Sales
## 1469 1169  27        No     Travel_Rarely       798 Research & Development
## 1470 1170  37        No     Travel_Rarely       290 Research & Development
##      DistanceFromHome Education   EducationField EmployeeCount
## 1                  13         4    Life Sciences             1
## 2                  14         3          Medical             1
## 3                  18         2    Life Sciences             1
## 4                   1         4        Marketing             1
## 5                   2         1 Technical Degree             1
## 6                  10         2    Life Sciences             1
## 7                   5         5          Medical             1
## 8                  10         4    Life Sciences             1
## 9                  10         4    Life Sciences             1
## 10                 10         4 Technical Degree             1
## 11                  6         3          Medical             1
## 12                  1         2    Life Sciences             1
## 13                  7         3            Other             1
## 14                  2         1 Technical Degree             1
## 15                  1         2    Life Sciences             1
## 16                 20         2        Marketing             1
## 17                  3         4          Medical             1
## 18                  7         4          Medical             1
## 19                  2         4          Medical             1
## 20                  1         4    Life Sciences             1
## 21                  9         2          Medical             1
## 22                  2         1        Marketing             1
## 23                  9         5          Medical             1
## 24                  2         4            Other             1
## 25                  1         3    Life Sciences             1
## 26                  5         3        Marketing             1
## 27                 14         3    Life Sciences             1
## 28                  9         4        Marketing             1
## 29                 24         4    Life Sciences             1
## 30                 19         4          Medical             1
## 31                  9         2          Medical             1
## 32                 21         3          Medical             1
## 33                  2         3 Technical Degree             1
## 34                  1         4          Medical             1
## 35                  5         4    Life Sciences             1
## 36                  7         3    Life Sciences             1
## 37                 10         3          Medical             1
## 38                 13         5        Marketing             1
## 39                  8         4    Life Sciences             1
## 40                 20         3    Life Sciences             1
## 41                  2         3          Medical             1
## 42                  2         2 Technical Degree             1
## 43                 16         3          Medical             1
## 44                  9         2            Other             1
## 45                  1         2    Life Sciences             1
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##      JobInvolvement JobLevel                   JobRole JobSatisfaction
## 1                 3        2           Sales Executive               4
## 2                 2        5         Research Director               3
## 3                 3        3    Manufacturing Director               4
## 4                 3        3           Sales Executive               4
## 5                 3        1        Research Scientist               4
## 6                 3        3    Manufacturing Director               1
## 7                 4        1        Research Scientist               3
## 8                 2        2           Sales Executive               4
## 9                 3        1      Sales Representative               3
## 10                2        2 Healthcare Representative               3
## 11                2        5                   Manager               3
## 12                3        1           Human Resources               4
## 13                3        3    Manufacturing Director               3
## 14                3        1      Sales Representative               2
## 15                3        1           Human Resources               1
## 16                3        2           Sales Executive               3
## 17                3        2    Manufacturing Director               1
## 18                3        2    Manufacturing Director               3
## 19                4        1        Research Scientist               4
## 20                4        2 Healthcare Representative               1
## 21                2        2    Manufacturing Director               2
## 22                4        2           Sales Executive               2
## 23                3        2     Laboratory Technician               3
## 24                3        2           Sales Executive               1
## 25                2        2 Healthcare Representative               4
## 26                3        5                   Manager               2
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## 28                3        2           Sales Executive               1
## 29                3        3           Sales Executive               1
## 30                3        1        Research Scientist               4
## 31                1        2           Sales Executive               4
## 32                4        1     Laboratory Technician               2
## 33                1        4                   Manager               2
## 34                2        1     Laboratory Technician               3
## 35                2        2    Manufacturing Director               4
## 36                4        1     Laboratory Technician               2
## 37                2        3           Sales Executive               1
## 38                2        2           Sales Executive               1
## 39                3        5                   Manager               2
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## 44                2        5                   Manager               4
## 45                3        1        Research Scientist               3
## 46                3        1     Laboratory Technician               4
## 47                1        2           Sales Executive               2
## 48                2        3           Sales Executive               3
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## 54                3        2     Laboratory Technician               2
## 55                3        2    Manufacturing Director               4
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## 60                1        1      Sales Representative               4
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## 62                3        3 Healthcare Representative               3
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## 72                3        2           Sales Executive               1
## 73                2        2    Manufacturing Director               3
## 74                3        1     Laboratory Technician               4
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## 83                2        2    Manufacturing Director               3
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## 90                3        5                   Manager               1
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## 92                2        3           Sales Executive               1
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## 152               3        2           Sales Executive               4
## 153               2        2           Sales Executive               3
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## 182               3        2           Sales Executive               1
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## 184               3        3    Manufacturing Director               2
## 185               3        1     Laboratory Technician               3
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## 192               3        3           Sales Executive               1
## 193               3        2    Manufacturing Director               3
## 194               3        2           Sales Executive               4
## 195               2        1        Research Scientist               4
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## 203               2        2    Manufacturing Director               3
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## 205               3        1      Sales Representative               2
## 206               3        1        Research Scientist               1
## 207               1        2           Sales Executive               3
## 208               3        2 Healthcare Representative               1
## 209               3        1        Research Scientist               1
## 210               3        3           Sales Executive               3
## 211               2        4    Manufacturing Director               2
## 212               3        5                   Manager               3
## 213               4        1        Research Scientist               4
## 214               2        2    Manufacturing Director               4
## 215               2        1        Research Scientist               4
## 216               3        1        Research Scientist               3
## 217               3        2 Healthcare Representative               3
## 218               3        4                   Manager               4
## 219               3        1        Research Scientist               3
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## 221               3        2           Sales Executive               4
## 222               3        2           Sales Executive               1
## 223               3        2           Sales Executive               4
## 224               2        1        Research Scientist               3
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## 226               3        1     Laboratory Technician               2
## 227               3        1     Laboratory Technician               4
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## 229               3        2           Sales Executive               3
## 230               2        4 Healthcare Representative               3
## 231               2        2    Manufacturing Director               4
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## 1400              3        2    Manufacturing Director               1
## 1401              3        5                   Manager               3
## 1402              3        2           Sales Executive               2
## 1403              2        2           Sales Executive               4
## 1404              2        3           Sales Executive               4
## 1405              3        1        Research Scientist               4
## 1406              3        1        Research Scientist               2
## 1407              3        1        Research Scientist               1
## 1408              2        2           Human Resources               3
## 1409              3        2           Sales Executive               3
## 1410              3        2           Sales Executive               1
## 1411              3        2 Healthcare Representative               3
## 1412              3        3                   Manager               4
## 1413              3        3                   Manager               3
## 1414              3        2           Sales Executive               3
## 1415              3        3 Healthcare Representative               3
## 1416              2        1        Research Scientist               1
## 1417              3        2    Manufacturing Director               2
## 1418              1        2     Laboratory Technician               4
## 1419              2        3 Healthcare Representative               2
## 1420              3        1      Sales Representative               3
## 1421              2        3           Sales Executive               1
## 1422              4        4                   Manager               4
## 1423              1        2        Research Scientist               1
## 1424              2        4                   Manager               4
## 1425              4        1        Research Scientist               3
## 1426              1        1      Sales Representative               1
## 1427              3        1     Laboratory Technician               3
## 1428              3        2     Laboratory Technician               3
## 1429              3        4                   Manager               2
## 1430              1        1     Laboratory Technician               1
## 1431              3        3         Research Director               3
## 1432              2        4                   Manager               2
## 1433              3        2 Healthcare Representative               4
## 1434              2        1     Laboratory Technician               2
## 1435              3        1     Laboratory Technician               1
## 1436              2        1     Laboratory Technician               1
## 1437              3        1     Laboratory Technician               1
## 1438              3        2           Sales Executive               1
## 1439              3        3           Sales Executive               3
## 1440              2        4         Research Director               3
## 1441              2        2 Healthcare Representative               4
## 1442              3        2           Sales Executive               2
## 1443              2        3 Healthcare Representative               3
## 1444              3        2           Sales Executive               4
## 1445              3        2           Human Resources               4
## 1446              3        2           Sales Executive               3
## 1447              4        2     Laboratory Technician               3
## 1448              4        1     Laboratory Technician               3
## 1449              3        1        Research Scientist               4
## 1450              2        2 Healthcare Representative               4
## 1451              4        1        Research Scientist               3
## 1452              1        2           Sales Executive               4
## 1453              3        2        Research Scientist               3
## 1454              3        1     Laboratory Technician               4
## 1455              3        2    Manufacturing Director               1
## 1456              3        4 Healthcare Representative               2
## 1457              2        1      Sales Representative               3
## 1458              3        2        Research Scientist               2
## 1459              2        1        Research Scientist               3
## 1460              3        2    Manufacturing Director               2
## 1461              3        1        Research Scientist               3
## 1462              3        3    Manufacturing Director               3
## 1463              3        1     Laboratory Technician               4
## 1464              3        3    Manufacturing Director               4
## 1465              2        1        Research Scientist               3
## 1466              2        1     Laboratory Technician               2
## 1467              3        3 Healthcare Representative               4
## 1468              3        2           Sales Executive               3
## 1469              2        1        Research Scientist               3
## 1470              4        1        Research Scientist               1
##      MaritalStatus MonthlyIncome MonthlyRate NumCompaniesWorked Over18
## 1         Divorced          4403        9250                  2      Y
## 2           Single         19626       17544                  1      Y
## 3           Single          9362       19944                  2      Y
## 4          Married         10422       24032                  1      Y
## 5           Single          3760       17218                  1      Y
## 6         Divorced          8793        4809                  1      Y
## 7          Married          2127        5561                  2      Y
## 8         Divorced          6694       24223                  2      Y
## 9          Married          2220       18410                  1      Y
## 10         Married          5063       15332                  1      Y
## 11         Married         19392       22539                  7      Y
## 12        Divorced          2706       10494                  1      Y
## 13          Single         10221       18869                  3      Y
## 14         Married          2476       17434                  1      Y
## 15          Single          3423       22957                  6      Y
## 16         Married          6932       24406                  1      Y
## 17         Married          6725       13554                  1      Y
## 18         Married          5258       16044                  2      Y
## 19         Married          2932        5586                  0      Y
## 20         Married          5033        9364                  2      Y
## 21        Divorced          8847       13934                  2      Y
## 22         Married          8120       18597                  3      Y
## 23        Divorced          5679       19627                  3      Y
## 24          Single          5332       21602                  7      Y
## 25          Single          6949       12291                  0      Y
## 26         Married         18213        8751                  7      Y
## 27         Married          9924       12355                  0      Y
## 28          Single          8224       18385                  0      Y
## 29          Single         10448        5843                  6      Y
## 30         Married          4258       26589                  0      Y
## 31        Divorced          4668       22812                  0      Y
## 32         Married          2028       13637                  1      Y
## 33         Married         16872       14977                  3      Y
## 34         Married          2258       16340                  6      Y
## 35          Single          9679       10138                  8      Y
## 36         Married          2794       26062                  1      Y
## 37         Married         10306       21530                  9      Y
## 38        Divorced          6134        8658                  5      Y
## 39          Single         19717        4022                  6      Y
## 40         Married          2791       21981                  0      Y
## 41        Divorced         16291       22577                  4      Y
## 42          Single          6632       12388                  0      Y
## 43        Divorced          2587       24941                  4      Y
## 44          Single         19613       26362                  8      Y
## 45         Married          1223       16901                  1      Y
## 46          Single          3673       16458                  1      Y
## 47          Single          6735       12147                  6      Y
## 48        Divorced          8740        5569                  0      Y
## 49          Single          1878        8059                  1      Y
## 50        Divorced          2024        5970                  6      Y
## 51          Single          2619       14561                  3      Y
## 52         Married         19701       22456                  3      Y
## 53         Married          2011       19982                  1      Y
## 54         Married          4447       23163                  1      Y
## 55          Single          4424       20682                  1      Y
## 56        Divorced          2289       20520                  1      Y
## 57        Divorced          2759       20366                  6      Y
## 58          Single          4723       16213                  1      Y
## 59        Divorced         13603       11677                  2      Y
## 60          Single          1118        8040                  1      Y
## 61         Married         10325        5518                  1      Y
## 62         Married          7094        5747                  3      Y
## 63         Married          3067        6393                  0      Y
## 64          Single          1514        8018                  1      Y
## 65         Married          2210        3372                  1      Y
## 66        Divorced          3298       15053                  0      Y
## 67          Single          6646       19368                  1      Y
## 68          Single          2647       13672                  1      Y
## 69         Married          2194        5868                  4      Y
## 70          Single          2115       15881                  1      Y
## 71         Married          2782       21412                  3      Y
## 72          Single          8463       23490                  0      Y
## 73         Married          5916       15497                  3      Y
## 74         Married          4766        9051                  3      Y
## 75          Single          8446       21534                  9      Y
## 76          Single          4011       10781                  1      Y
## 77         Married          7083       12288                  1      Y
## 78          Single         17567        3156                  1      Y
## 79          Single          8865       16840                  6      Y
## 80        Divorced          1129       17536                  1      Y
## 81         Married          4777       14382                  5      Y
## 82         Married          6883        5151                  2      Y
## 83         Married          5321       14284                  2      Y
## 84        Divorced          5974       17001                  4      Y
## 85          Single          5410        2323                  9      Y
## 86          Single         13726       21829                  3      Y
## 87          Single          4960       11825                  2      Y
## 88        Divorced          3743       10074                  1      Y
## 89          Single          8726        2975                  1      Y
## 90          Single         18947       22822                  3      Y
## 91         Married          1702       12106                  1      Y
## 92         Married          7336       11162                  1      Y
## 93          Single          2090        2396                  6      Y
## 94          Single          6142        4223                  3      Y
## 95          Single         19926       17053                  3      Y
## 96         Married          4907       24532                  1      Y
## 97         Married         16606       11380                  8      Y
## 98        Divorced          5163       15850                  5      Y
## 99         Married          3180        4668                  0      Y
## 100        Married          3294        3708                  5      Y
## 101        Married          2099        7679                  0      Y
## 102       Divorced         10793        8386                  1      Y
## 103        Married          6538       12740                  9      Y
## 104        Married          2819        8544                  2      Y
## 105         Single         16598       19764                  4      Y
## 106        Married          4420       13421                  1      Y
## 107        Married          4319       26283                  1      Y
## 108        Married         19636       25811                  4      Y
## 109        Married          8926       10842                  4      Y
## 110         Single          2439       11288                  1      Y
## 111       Divorced          2703       22088                  1      Y
## 112        Married         17099       13829                  2      Y
## 113         Single         10445       15322                  7      Y
## 114       Divorced          5093        4761                  2      Y
## 115        Married          8966       21026                  3      Y
## 116         Single          7642        4814                  1      Y
## 117         Single          4950       20623                  0      Y
## 118        Married          4025       23679                  4      Y
## 119       Divorced          2451        4609                  4      Y
## 120         Single          6687        6163                  1      Y
## 121        Married         11713       20335                  9      Y
## 122         Single          2380       25479                  1      Y
## 123       Divorced         10761       19239                  4      Y
## 124         Single          4028        7791                  0      Y
## 125         Single          4554       20260                  1      Y
## 126        Married          5204       13586                  1      Y
## 127         Single          3919        4681                  1      Y
## 128        Married          5906       23888                  0      Y
## 129         Single          4081       20003                  1      Y
## 130       Divorced         13225        7739                  2      Y
## 131       Divorced          4187        3356                  1      Y
## 132         Single          4507        8191                  3      Y
## 133        Married          4523        4386                  0      Y
## 134        Married          5295        7693                  4      Y
## 135       Divorced          5257        6227                  1      Y
## 136        Married          4244        9931                  1      Y
## 137        Married          2319        6689                  1      Y
## 138        Married         10739       13943                  8      Y
## 139        Married          2404        4303                  7      Y
## 140         Single          7428       14506                  2      Y
## 141        Married         13402       18235                  4      Y
## 142       Divorced          2372       26076                  1      Y
## 143       Divorced         10845       24208                  6      Y
## 144        Married          6502       22825                  4      Y
## 145       Divorced          6377       13888                  5      Y
## 146        Married          4649       16928                  1      Y
## 147        Married          2756        4673                  1      Y
## 148        Married          6392       10589                  2      Y
## 149         Single          3597        6409                  8      Y
## 150       Divorced          4877       20460                  0      Y
## 151       Divorced          4233       11512                  2      Y
## 152         Single          5396       21703                  1      Y
## 153        Married          5484       16985                  1      Y
## 154         Single          6870       15530                  3      Y
## 155       Divorced          2008        6896                  1      Y
## 156        Married          4736        6069                  7      Y
## 157        Married          5677        4258                  3      Y
## 158       Divorced         12169       13547                  7      Y
## 159        Married         10820       11535                  8      Y
## 160        Married         13191       23281                  3      Y
## 161        Married          5126       15998                  1      Y
## 162         Single          8722       12355                  1      Y
## 163       Divorced          7104       20431                  0      Y
## 164         Single          6545       23016                  3      Y
## 165        Married          8020        5100                  0      Y
## 166         Single          2044       22052                  1      Y
## 167        Married         16413        3498                  3      Y
## 168       Divorced         16184       22578                  4      Y
## 169       Divorced          5577       22087                  3      Y
## 170       Divorced          2514       26968                  4      Y
## 171       Divorced          5304       25275                  7      Y
## 172        Married          5467        2125                  8      Y
## 173        Married         10527        8984                  5      Y
## 174       Divorced          8380       21708                  0      Y
## 175       Divorced         14852       13938                  6      Y
## 176         Single          2070       25326                  1      Y
## 177        Married         19859       21199                  5      Y
## 178        Married          2042       15346                  6      Y
## 179         Single          8998       15589                  1      Y
## 180         Single          8686       12930                  4      Y
## 181       Divorced         10274       19588                  2      Y
## 182       Divorced          6893       19461                  3      Y
## 183         Single          4739       16090                  4      Y
## 184         Single          8376        9150                  4      Y
## 185        Married          3755       17872                  1      Y
## 186        Married          2070        2613                  1      Y
## 187       Divorced          5206        4973                  1      Y
## 188       Divorced         15972       21086                  6      Y
## 189       Divorced         19144       15815                  3      Y
## 190        Married          4221        8863                  1      Y
## 191        Married          5775       11934                  1      Y
## 192        Married          9637        8277                  2      Y
## 193       Divorced          4810       26314                  2      Y
## 194        Married          4051       19658                  2      Y
## 195         Single          3904        4050                  0      Y
## 196        Married          2723       23231                  1      Y
## 197        Married          2075       18725                  3      Y
## 198        Married         13120       11879                  6      Y
## 199        Married         10248        2094                  3      Y
## 200        Married          2127        9100                  1      Y
## 201         Single         13194       17071                  4      Y
## 202        Married          6220        7346                  1      Y
## 203        Married          6162       19124                  1      Y
## 204         Single          2216        3872                  7      Y
## 205        Married          3931       20990                  2      Y
## 206        Married          2559        7508                  1      Y
## 207         Single          5346        9489                  8      Y
## 208        Married          6673       11354                  7      Y
## 209       Divorced          3204       10415                  5      Y
## 210       Divorced          8189       21196                  3      Y
## 211        Married         13570        5640                  0      Y
## 212        Married         18303        7770                  6      Y
## 213         Single          4680       15232                  3      Y
## 214        Married          6062        4051                  9      Y
## 215         Single          2045       15174                  0      Y
## 216       Divorced          2345        8045                  2      Y
## 217        Married          9824       22174                  3      Y
## 218       Divorced         17174        2437                  3      Y
## 219         Single          2632       23910                  1      Y
## 220         Single          2875        9973                  1      Y
## 221         Single          6274       18686                  1      Y
## 222        Married          4286        5630                  2      Y
## 223       Divorced          5368       16130                  1      Y
## 224       Divorced          1563       12530                  1      Y
## 225       Divorced          4771       14293                  2      Y
## 226        Married          3748        4077                  1      Y
## 227       Divorced          1951       10910                  1      Y
## 228       Divorced          2328       12392                  1      Y
## 229        Married          4999       17519                  0      Y
## 230        Married         13966       11652                  2      Y
## 231       Divorced          5770        5388                  1      Y
## 232        Married          2014        9687                  1      Y
## 233        Married         12936       24164                  7      Y
## 234        Married          5940       17011                  2      Y
## 235        Married         16959       19494                  1      Y
## 236        Married         10609       14922                  5      Y
## 237        Married         18880       17312                  5      Y
## 238        Married          6322       18089                  1      Y
## 239        Married          2187       19655                  4      Y
## 240       Divorced         13269       21981                  5      Y
## 241        Married          7406        6950                  1      Y
## 242         Single         18061       13035                  3      Y
## 243        Married          2703        4956                  0      Y
## 244        Married          4400       15182                  3      Y
## 245        Married          5056       17689                  1      Y
## 246       Divorced          2532        6054                  6      Y
## 247         Single          7143       25713                  1      Y
## 248        Married          2269       18024                  0      Y
## 249       Divorced          5467       13953                  3      Y
## 250        Married         16595        5626                  7      Y
## 251       Divorced          2008       20439                  1      Y
## 252       Divorced          5079       25952                  4      Y
## 253         Single          2274        6153                  1      Y
## 254        Married          2956       21495                  0      Y
## 255       Divorced         13757       25178                  2      Y
## 256         Single          2438       24978                  4      Y
## 257       Divorced          2789        3909                  1      Y
## 258       Divorced          4779       12761                  7      Y
## 259        Married          9713       24444                  2      Y
## 260       Divorced          3977        7298                  6      Y
## 261         Single          2785       11882                  7      Y
## 262         Single          2362        7568                  6      Y
## 263        Married          2436       22149                  5      Y
## 264        Married          2157       18203                  1      Y
## 265        Married          2774       13257                  0      Y
## 266        Married          2426       16479                  0      Y
## 267       Divorced         17007       11929                  7      Y
## 268         Single          1393       24852                  1      Y
## 269       Divorced          5968       18079                  1      Y
## 270        Married          9957        9096                  0      Y
## 271        Married          5154       19665                  4      Y
## 272       Divorced          5433       19332                  1      Y
## 273        Married          3540        7018                  1      Y
## 274        Married          5647       13494                  4      Y
## 275         Single         18722       13339                  8      Y
## 276       Divorced         19943       18575                  4      Y
## 277        Married          2244       24440                  1      Y
## 278         Single          2455       10675                  0      Y
## 279         Single          5744       26959                  1      Y
## 280        Married          4035       16143                  0      Y
## 281        Married          7847        6069                  1      Y
## 282         Single          4721        3119                  2      Y
## 283       Divorced          6513        9060                  4      Y
## 284       Divorced          7547        7143                  4      Y
## 285        Married          2844        6004                  1      Y
## 286        Married          5207       22949                  1      Y
## 287         Single          2472       26092                  1      Y
## 288       Divorced          2661        8758                  0      Y
## 289        Married          9738       22952                  0      Y
## 290        Married          2572       20317                  1      Y
## 291       Divorced          2270       11005                  3      Y
## 292        Married          5674        6927                  7      Y
## 293         Single          2279       11781                  1      Y
## 294        Married         11957       17231                  0      Y
## 295         Single         16437       17381                  1      Y
## 296        Married          2660       20232                  7      Y
## 297        Married          9547       14074                  1      Y
## 298         Single          6074       22887                  1      Y
## 299         Single          2321       10322                  0      Y
## 300        Married          3464       24737                  5      Y
## 301        Married          6524        8891                  1      Y
## 302        Married          9069       11031                  1      Y
## 303       Divorced          3537       23737                  5      Y
## 304         Single          5098       18698                  1      Y
## 305         Single          2479       26227                  4      Y
## 306        Married          3162       10778                  0      Y
## 307        Married          2380       20165                  4      Y
## 308        Married          2979       22478                  3      Y
## 309        Married          6385       12992                  3      Y
## 310        Married          4851       15678                  0      Y
## 311        Married          5484       13008                  9      Y
## 312         Single         13237       20364                  7      Y
## 313         Single          4084        4156                  1      Y
## 314        Married          6132       13983                  2      Y
## 315         Single          5405       11924                  8      Y
## 316         Single          4163        8571                  1      Y
## 317        Married          2231       11314                  6      Y
## 318         Single          4617       14120                  1      Y
## 319        Married          6120        3567                  3      Y
## 320         Single          2994       21221                  1      Y
## 321        Married          2332        3974                  6      Y
## 322        Married          2691        7660                  1      Y
## 323       Divorced          3761        2373                  9      Y
## 324       Divorced          4615       21029                  8      Y
## 325        Married         12742        7060                  1      Y
## 326         Single          2318       17808                  1      Y
## 327       Divorced         19049        3549                  0      Y
## 328       Divorced          5410       11189                  6      Y
## 329       Divorced          2133       18115                  1      Y
## 330        Married         16799       16616                  0      Y
## 331         Single         15379       22384                  4      Y
## 332        Married         10400       25812                  1      Y
## 333       Divorced          2342       11092                  1      Y
## 334        Married          7412        6009                  1      Y
## 335        Married         18844       21922                  9      Y
## 336         Single          4508        3129                  1      Y
## 337       Divorced          4968       18500                  1      Y
## 338         Single          7756       22266                  0      Y
## 339         Single          4728       17251                  3      Y
## 340       Divorced          2341       19715                  1      Y
## 341        Married          3419       13072                  9      Y
## 342        Married          3867       14222                  1      Y
## 343       Divorced          7119       21214                  4      Y
## 344       Divorced          2083       22653                  1      Y
## 345       Divorced          4115       13192                  8      Y
## 346         Single         13341       25098                  0      Y
## 347         Single          4033       15834                  2      Y
## 348       Divorced          6397       26767                  1      Y
## 349         Single          2290        4279                  2      Y
## 350        Married         11103       20420                  7      Y
## 351        Married         13348       14842                  9      Y
## 352        Married          6929       12241                  4      Y
## 353        Married          4422       21203                  3      Y
## 354       Divorced          4069        8841                  3      Y
## 355       Divorced         10447       26458                  0      Y
## 356         Single          4759       15891                  3      Y
## 357        Married          2368       23300                  1      Y
## 358        Married          2546       18300                  5      Y
## 359        Married          6162       10877                  1      Y
## 360        Married          3210       20251                  0      Y
## 361        Married         19999        5678                  0      Y
## 362         Single          1091       10642                  1      Y
## 363        Married         19845       25846                  1      Y
## 364       Divorced         19436        5949                  0      Y
## 365        Married         19187        6992                  4      Y
## 366        Married         13212       18256                  9      Y
## 367       Divorced          4444       22534                  4      Y
## 368        Married          5473       19345                  0      Y
## 369        Married          2073       12826                  2      Y
## 370         Single          5055       10557                  7      Y
## 371        Married          4148       11275                  1      Y
## 372        Married          8412        2890                  0      Y
## 373       Divorced          5210       20308                  1      Y
## 374        Married          3936        9953                  1      Y
## 375         Single          2728       21082                  1      Y
## 376         Single         14411       24450                  1      Y
## 377         Single          2743        8269                  1      Y
## 378       Divorced          5087        2900                  3      Y
## 379        Married          2168       26933                  0      Y
## 380        Married          2132       11539                  4      Y
## 381        Married         18300       16375                  4      Y
## 382        Married          2942        8916                  1      Y
## 383       Divorced          5486       24795                  4      Y
## 384       Divorced          2322        9518                  3      Y
## 385        Married          2461       10332                  9      Y
## 386        Married         13582       16292                  1      Y
## 387         Single          8789        9096                  1      Y
## 388       Divorced          4262       22645                  4      Y
## 389         Single          4502        7439                  3      Y
## 390         Single          2174        9150                  1      Y
## 391        Married          6500       13305                  5      Y
## 392        Married          4157       21436                  7      Y
## 393       Divorced          3065        3995                  1      Y
## 394        Married         10266        2845                  4      Y
## 395         Single          2515        9068                  5      Y
## 396       Divorced          2695        7747                  0      Y
## 397        Married         17861        2288                  6      Y
## 398        Married          2742        3072                  1      Y
## 399       Divorced          6306       26236                  1      Y
## 400         Single         10209       19719                  5      Y
## 401         Single          6091       24793                  2      Y
## 402       Divorced          5265       16439                  2      Y
## 403         Single          2105        5411                  4      Y
## 404        Married          8008       22792                  4      Y
## 405         Single          2559       17852                  1      Y
## 406       Divorced         16627        2671                  4      Y
## 407        Married          5468       13402                  1      Y
## 408       Divorced          2741        6865                  1      Y
## 409        Married         15427       22021                  2      Y
## 410        Married         17159        5200                  6      Y
## 411        Married          2342        8635                  0      Y
## 412         Single          9241       15869                  1      Y
## 413        Married          3022       10227                  4      Y
## 414         Single          4648       26075                  8      Y
## 415       Divorced          2351       12253                  0      Y
## 416       Divorced          5762       24442                  2      Y
## 417         Single          2564        7181                  0      Y
## 418        Married          3688        7122                  4      Y
## 419        Married          6474        9961                  1      Y
## 420        Married         11935       21526                  1      Y
## 421        Married          4325       17736                  1      Y
## 422        Married          4449       23866                  3      Y
## 423        Married          6172       20739                  4      Y
## 424         Single          1611       19305                  1      Y
## 425        Married          4724       24232                  1      Y
## 426       Divorced         10798        5268                  5      Y
## 427       Divorced          1274        7152                  1      Y
## 428         Single          3230       10531                  1      Y
## 429         Single          3730        9571                  0      Y
## 430        Married          5957       23687                  6      Y
## 431         Single          4478        5242                  1      Y
## 432       Divorced          3544        8532                  9      Y
## 433         Single          4284       22710                  3      Y
## 434       Divorced          2109       10007                  1      Y
## 435       Divorced          9705       20652                  2      Y
## 436        Married          6214        3415                  1      Y
## 437         Single          4382       16374                  6      Y
## 438         Single          2867       20006                  0      Y
## 439        Married          2683        3810                  1      Y
## 440         Single          7625       19383                  0      Y
## 441         Single          4998        2338                  4      Y
## 442        Married          2974       25412                  9      Y
## 443         Single          3485       14935                  2      Y
## 444       Divorced          3195        4167                  4      Y
## 445       Divorced         19328       14218                  7      Y
## 446        Married          3420       10205                  7      Y
## 447        Married          4735        9867                  7      Y
## 448        Married          5538        5696                  5      Y
## 449         Single          2406        5456                  1      Y
## 450        Married          4385       24162                  1      Y
## 451        Married          4878       21653                  0      Y
## 452         Single          3420       21158                  1      Y
## 453         Single          5813       13492                  1      Y
## 454         Single          5487       10410                  1      Y
## 455        Married         15402       17997                  7      Y
## 456         Single         19833        4349                  1      Y
## 457        Married          5476       22589                  1      Y
## 458         Single          5441        8423                  0      Y
## 459        Married          2066       10494                  2      Y
## 460         Single          5810       22604                  1      Y
## 461        Married          2093        9260                  4      Y
## 462         Single          2013       10950                  2      Y
## 463         Single          9208        6645                  4      Y
## 464         Single          5238        6670                  2      Y
## 465        Married          2437       15587                  9      Y
## 466         Single          3944        4306                  5      Y
## 467         Single          2644       17001                  3      Y
## 468        Married          3038       22002                  3      Y
## 469         Single          4969       21813                  8      Y
## 470       Divorced          4450       26250                  1      Y
## 471        Married          2226        6073                  1      Y
## 472         Single          2439       14753                  1      Y
## 473        Married         13245       15067                  4      Y
## 474         Single          3452        9752                  5      Y
## 475       Divorced          2207       22482                  1      Y
## 476         Single          5772       20445                  4      Y
## 477       Divorced          6334       24558                  4      Y
## 478       Divorced          4306        4267                  5      Y
## 479        Married          2950       17363                  9      Y
## 480        Married         13744       15471                  1      Y
## 481        Married          5373        6225                  0      Y
## 482        Married          2356       14871                  3      Y
## 483        Married          5747       26496                  1      Y
## 484       Divorced          4257       13939                  4      Y
## 485        Married         10312        3465                  1      Y
## 486         Single          5993       19479                  8      Y
## 487         Single          1081       16019                  1      Y
## 488       Divorced          2911       15170                  1      Y
## 489         Single          5381       19294                  9      Y
## 490         Single          6142        7360                  3      Y
## 491         Single         18665       25594                  9      Y
## 492        Married         16880       22422                  4      Y
## 493         Single          5869       23413                  9      Y
## 494         Single          8606       21195                  1      Y
## 495        Married          5673        6060                  1      Y
## 496        Married         16307        5594                  2      Y
## 497        Married          2654        9655                  3      Y
## 498        Married          2326       11411                  1      Y
## 499        Married          5237       16577                  6      Y
## 500        Married          5736        3987                  6      Y
## 501        Married         10008       12023                  7      Y
## 502         Single          2028       12947                  5      Y
## 503        Married          2655       11740                  2      Y
## 504       Divorced          9980       10195                  1      Y
## 505        Married         17169       26703                  3      Y
## 506        Married          5878       15624                  3      Y
## 507         Single          2851        9150                  1      Y
## 508        Married         10596       15395                  2      Y
## 509       Divorced          2793        2539                  4      Y
## 510        Married         19545       16280                  1      Y
## 511        Married          5343        5982                  1      Y
## 512        Married         10920        3449                  3      Y
## 513        Married          3433       17360                  6      Y
## 514         Single         13458       15146                  1      Y
## 515         Single          2610        2851                  1      Y
## 516       Divorced          5482       16321                  5      Y
## 517        Married          2413       18798                  1      Y
## 518       Divorced          2766        8952                  8      Y
## 519        Married          4627       23631                  0      Y
## 520         Single          2587       10261                  1      Y
## 521         Single          2553        8306                  1      Y
## 522        Married          2408        7324                  1      Y
## 523       Divorced          9724       18787                  2      Y
## 524       Divorced         19502        2125                  1      Y
## 525        Married          2177        8456                  3      Y
## 526        Married          7525       23537                  2      Y
## 527       Divorced          5006        6319                  4      Y
## 528        Married          6833       17089                  1      Y
## 529         Single          2859       26278                  1      Y
## 530        Married          4963        4510                  9      Y
## 531        Married          8823       24608                  0      Y
## 532         Single          6815       21447                  6      Y
## 533        Married          2700       23779                  1      Y
## 534       Divorced          6667       16542                  5      Y
## 535        Married          2119        4759                  1      Y
## 536       Divorced          2089        5228                  4      Y
## 537         Single          7351       20619                  7      Y
## 538       Divorced          2696       24017                  0      Y
## 539         Single          3202       21972                  1      Y
## 540         Single          5155        2253                  7      Y
## 541       Divorced          3491       11309                  1      Y
## 542        Married          3143        6076                  6      Y
## 543       Divorced          2566       25326                  1      Y
## 544        Married          6553        7259                  9      Y
## 545         Single          4381        7530                  1      Y
## 546        Married          2929       20338                  1      Y
## 547        Married          7403       22477                  4      Y
## 548         Single          5094       11983                  6      Y
## 549        Married         12061       26707                  3      Y
## 550         Single          2177        8318                  1      Y
## 551        Married         19189       19562                  1      Y
## 552       Divorced          4936       23965                  1      Y
## 553         Single          3886        4223                  1      Y
## 554        Married          2259        5543                  4      Y
## 555        Married          4876       14242                  9      Y
## 556        Married          9602        3010                  4      Y
## 557         Single          3780       23428                  7      Y
## 558        Married          3622       22794                  1      Y
## 559        Married          4434       11806                  1      Y
## 560        Married          5296       20156                  1      Y
## 561         Single          2088       15062                  4      Y
## 562        Married         15787       21624                  2      Y
## 563        Married          2811       12086                  9      Y
## 564        Married         11031       26862                  4      Y
## 565        Married          3833       24375                  3      Y
## 566         Single          2436       13422                  6      Y
## 567         Single          2176       19737                  4      Y
## 568        Married          9714        5323                  1      Y
## 569         Single          6244        7824                  7      Y
## 570        Married         13973        4161                  3      Y
## 571        Married          4393       26841                  5      Y
## 572         Single          2693        8870                  1      Y
## 573        Married          6834       19255                  1      Y
## 574        Married          6799       22128                  1      Y
## 575        Married          6272        7428                  1      Y
## 576       Divorced          5993        2689                  1      Y
## 577         Single          2858       11473                  4      Y
## 578         Single          3162        7973                  3      Y
## 579         Single          5042        3140                  0      Y
## 580       Divorced          6623        4204                  1      Y
## 581        Married          3669        9075                  3      Y
## 582         Single         15992       15901                  2      Y
## 583        Married          5811       24539                  3      Y
## 584        Married          4779        3698                  1      Y
## 585        Married          6465       19121                  2      Y
## 586        Married          2741       16523                  8      Y
## 587       Divorced          5329       15717                  7      Y
## 588         Single          3407        6986                  7      Y
## 589         Single          3629       19106                  4      Y
## 590        Married          4014       16002                  3      Y
## 591        Married          2814       10293                  1      Y
## 592         Single          4599        7815                  0      Y
## 593        Married          2909       15747                  3      Y
## 594        Married          3211       22102                  1      Y
## 595        Married         10435       25800                  1      Y
## 596       Divorced          4037       21816                  1      Y
## 597        Married         10903        9129                  3      Y
## 598        Married          3448       13436                  6      Y
## 599        Married          6142        5174                  1      Y
## 600        Married          2293        3020                  2      Y
## 601        Married          2033        7103                  1      Y
## 602        Married          4087       25174                  4      Y
## 603        Married         11416       17802                  0      Y
## 604        Married          3131       26342                  1      Y
## 605         Single          2760       14630                  1      Y
## 606        Married         14814       13514                  3      Y
## 607         Single          5473       24668                  7      Y
## 608       Divorced          5605       19191                  1      Y
## 609         Single          3578       23577                  0      Y
## 610         Single          2342       21437                  0      Y
## 611        Married          5363       10846                  0      Y
## 612         Single          6811        2112                  2      Y
## 613        Married          2707       21509                  7      Y
## 614         Single          2121        9947                  1      Y
## 615       Divorced          7264        9977                  5      Y
## 616        Married          3986       11912                  1      Y
## 617        Married          3838        8192                  8      Y
## 618       Divorced          5454        4009                  5      Y
## 619        Married          9991       21457                  4      Y
## 620        Married          1281       16900                  1      Y
## 621         Single          2926       19783                  1      Y
## 622       Divorced          5067        6759                  1      Y
## 623         Single          3280       13551                  2      Y
## 624         Single          8837       16642                  1      Y
## 625         Single          2561        5355                  7      Y
## 626       Divorced          2517        3208                  1      Y
## 627        Married          4162       15211                  1      Y
## 628       Divorced         11510       15682                  0      Y
## 629        Married         10976       15813                  3      Y
## 630         Single          8621       17654                  1      Y
## 631        Married          2662        7975                  8      Y
## 632         Single          9888        6770                  1      Y
## 633         Single          6861        4981                  8      Y
## 634       Divorced          2835        2561                  5      Y
## 635        Married          9985        9262                  8      Y
## 636        Married          2376       26537                  1      Y
## 637        Married         17665       14399                  0      Y
## 638       Divorced          8628       22914                  1      Y
## 639        Married          2725       21630                  1      Y
## 640       Divorced          3041       16346                  0      Y
## 641       Divorced          2693       13335                  1      Y
## 642       Divorced          4448       10748                  2      Y
## 643         Single         16756       17323                  7      Y
## 644        Married          2307       14460                  1      Y
## 645       Divorced          2107       20293                  6      Y
## 646        Married         10855        8552                  7      Y
## 647         Single          1904       13556                  1      Y
## 648        Married          2305        6217                  1      Y
## 649         Single          4312       23016                  0      Y
## 650         Single          2166        3339                  3      Y
## 651         Single          2450       21731                  1      Y
## 652       Divorced          5220       10893                  0      Y
## 653         Single         13499       13782                  9      Y
## 654        Married         12504       23978                  3      Y
## 655         Single          3894        9129                  5      Y
## 656        Married          4741       22722                  1      Y
## 657        Married         12490       15736                  5      Y
## 658       Divorced         16032       24456                  3      Y
## 659         Single          6032       10110                  6      Y
## 660         Single          6499       22656                  1      Y
## 661        Married          5309       21146                  1      Y
## 662       Divorced          2768        8416                  3      Y
## 663       Divorced         10368        5596                  4      Y
## 664       Divorced          3917        9541                  1      Y
## 665         Single          4568       10034                  0      Y
## 666         Single          6294       23060                  8      Y
## 667        Married          7918        6599                  1      Y
## 668       Divorced          3408        6705                  7      Y
## 669        Married          4883       22845                  1      Y
## 670        Married         17779       23474                  3      Y
## 671         Single         13664       25258                  4      Y
## 672       Divorced          5505        3921                  1      Y
## 673         Single          4898       11827                  0      Y
## 674       Divorced          2022       16612                  1      Y
## 675        Married          3517       22490                  7      Y
## 676        Married         18789        9946                  2      Y
## 677        Married          5228       23361                  0      Y
## 678        Married          6323       26849                  1      Y
## 679       Divorced          5131        9192                  7      Y
## 680        Married          2329       11737                  3      Y
## 681        Married          4256       18154                  1      Y
## 682        Married          2258       15238                  7      Y
## 683        Married          5347        7419                  6      Y
## 684       Divorced          9439       23402                  3      Y
## 685        Married          2713        6672                  1      Y
## 686       Divorced         10648       14394                  1      Y
## 687         Single          7553       22930                  0      Y
## 688        Married          2622       13248                  6      Y
## 689         Single          1102        9241                  1      Y
## 690       Divorced          2592        7129                  5      Y
## 691        Married          6077       14814                  3      Y
## 692        Married         11849       10268                  1      Y
## 693         Single          6781       17078                  3      Y
## 694         Single          2285        3427                  9      Y
## 695       Divorced          9525        7677                  1      Y
## 696         Single          3294       13137                  1      Y
## 697        Married         15202        5602                  2      Y
## 698         Single          5914        9945                  8      Y
## 699         Single          1569       18420                  1      Y
## 700        Married         19081       10849                  5      Y
## 701        Married          2804       15434                  1      Y
## 702        Married          5714        5829                  1      Y
## 703        Married         10377       13755                  4      Y
## 704        Married          2148        6889                  0      Y
## 705        Married          2267       25657                  8      Y
## 706         Single          6230       13430                  7      Y
## 707        Married          6854       15696                  4      Y
## 708         Single          2109       24609                  9      Y
## 709        Married          3702       16376                  1      Y
## 710       Divorced         17924        4544                  1      Y
## 711        Married         11916       25927                  1      Y
## 712       Divorced         14118       22102                  3      Y
## 713         Single          2559       16620                  5      Y
## 714        Married          9699        7246                  4      Y
## 715         Single          7587       14229                  1      Y
## 716        Married          1555       11585                  1      Y
## 717        Married          6578        2706                  1      Y
## 718         Single          3660        7909                  3      Y
## 719         Single          4581       10414                  3      Y
## 720       Divorced          7655        8039                  0      Y
## 721        Married          9434        9606                  1      Y
## 722        Married          5768       26493                  3      Y
## 723       Divorced          2996       20284                  5      Y
## 724         Single          8858       15669                  0      Y
## 725         Single          3968       13624                  4      Y
## 726        Married          4898        7505                  0      Y
## 727        Married          2973       21222                  5      Y
## 728       Divorced          3815        5972                  1      Y
## 729         Single          2340       23213                  1      Y
## 730        Married          2523       19299                  0      Y
## 731       Divorced          4765       23814                  4      Y
## 732        Married          5238       17778                  4      Y
## 733        Married          2863       19555                  1      Y
## 734        Married          4707       23914                  8      Y
## 735         Single          2972       22061                  1      Y
## 736         Single          6500       26997                  0      Y
## 737        Married         12031        8828                  0      Y
## 738         Single          5171       16490                  5      Y
## 739        Married          4601        6179                  1      Y
## 740         Single          3681       14004                  4      Y
## 741        Married          8639       24835                  2      Y
## 742       Divorced         11557       25291                  9      Y
## 743        Married          4285        3031                  1      Y
## 744         Single          3295       12862                  1      Y
## 745       Divorced          4907       13684                  0      Y
## 746       Divorced          2296       10036                  0      Y
## 747       Divorced          2335        3157                  4      Y
## 748         Single          5343       25755                  0      Y
## 749       Divorced          3907        3622                  1      Y
## 750         Single          2500       10515                  0      Y
## 751         Single          2323       17205                  1      Y
## 752         Single          2302        8319                  1      Y
## 753        Married         11245       20689                  2      Y
## 754        Married          7314       14011                  5      Y
## 755        Married         13549       24001                  9      Y
## 756         Single          3708        2104                  2      Y
## 757        Married          4014       19170                  1      Y
## 758        Married          6651       21534                  2      Y
## 759        Married          3306       26176                  7      Y
## 760         Single         18824        2493                  2      Y
## 761         Single          2404       11479                  6      Y
## 762        Married         16752       12982                  1      Y
## 763         Single          6151       22074                  1      Y
## 764        Married          6347       24920                  0      Y
## 765        Married          3737        2243                  0      Y
## 766         Single          5769       23447                  1      Y
## 767        Married          3376       18863                  1      Y
## 768       Divorced         10932       11373                  3      Y
## 769       Divorced          7379       17433                  2      Y
## 770        Married          5593       17970                  1      Y
## 771         Single          4682        4317                  3      Y
## 772       Divorced         10453        2137                  1      Y
## 773         Single         10938        6420                  0      Y
## 774        Married          3388       21777                  0      Y
## 775        Married         10124       18611                  2      Y
## 776         Single          3505       19630                  1      Y
## 777       Divorced          2064       15428                  0      Y
## 778       Divorced          2827       14947                  1      Y
## 779         Single          2570       11925                  1      Y
## 780        Married          4787       26124                  9      Y
## 781         Single          3140       21728                  1      Y
## 782         Single          4553       20978                  1      Y
## 783       Divorced          2277       22650                  3      Y
## 784        Married          4539        4905                  1      Y
## 785        Married          4978        3536                  7      Y
## 786         Single         16422        8847                  3      Y
## 787        Married         13116       22984                  2      Y
## 788        Married          4941       17747                  2      Y
## 789        Married         19038       19805                  8      Y
## 790         Single          2096       18830                  1      Y
## 791        Married          4789       23070                  4      Y
## 792         Single          2311        5711                  2      Y
## 793        Married          7756       14199                  3      Y
## 794       Divorced         10096        8202                  1      Y
## 795       Divorced          6804       23793                  1      Y
## 796         Single          3348        3164                  1      Y
## 797        Married         13496        7501                  0      Y
## 798        Married          2398       15999                  1      Y
## 799         Single          1859        6148                  1      Y
## 800       Divorced          6842       26308                  6      Y
## 801        Married          5376        3193                  2      Y
## 802         Single          6582        8346                  4      Y
## 803        Married         17068        5355                  1      Y
## 804         Single          9582       10333                  0      Y
## 805        Married          2042       25043                  4      Y
## 806        Married          8321       25949                  7      Y
## 807        Married          6232       12477                  2      Y
## 808        Married          2323       11992                  1      Y
## 809        Married          2862        3811                  1      Y
## 810        Married          3058       13364                  0      Y
## 811       Divorced          3072       11012                  1      Y
## 812        Married          3229        4910                  4      Y
## 813       Divorced          4260        5915                  1      Y
## 814        Married         19658        5220                  3      Y
## 815        Married          2899       12102                  0      Y
## 816        Married          2781        6311                  0      Y
## 817         Single          6877       20234                  5      Y
## 818        Married         11691       25995                  0      Y
## 819         Single          2720       11162                  0      Y
## 820         Single          9854       23352                  3      Y
## 821        Married          3312       18783                  3      Y
## 822       Divorced          6931       10732                  2      Y
## 823        Married          6712        8978                  1      Y
## 824        Married          2610        6233                  1      Y
## 825        Married          4663       12421                  9      Y
## 826       Divorced         19627       21445                  9      Y
## 827        Married          8161       19002                  2      Y
## 828         Single          4538        6039                  0      Y
## 829        Married          2468       15963                  4      Y
## 830        Married         18200        7999                  1      Y
## 831        Married          3633       14039                  1      Y
## 832         Single          1675       26820                  1      Y
## 833        Married          3196       12449                  1      Y
## 834         Single          2552        7172                  1      Y
## 835       Divorced         13577       25592                  1      Y
## 836       Divorced          8834       24666                  1      Y
## 837        Married          2996        5182                  7      Y
## 838         Single          5337       19921                  1      Y
## 839       Divorced         10333       19271                  8      Y
## 840        Married         19665       13583                  4      Y
## 841         Single          1420       25233                  1      Y
## 842         Single          7988        9769                  1      Y
## 843        Married         13826       19028                  3      Y
## 844       Divorced          8500        5494                  0      Y
## 845         Single          6029       25353                  5      Y
## 846       Divorced          4558       13535                  1      Y
## 847         Single          1483       16102                  1      Y
## 848       Divorced          9613       10942                  0      Y
## 849        Married          6380        6110                  2      Y
## 850        Married          2544        7102                  0      Y
## 851        Married          4559       24788                  3      Y
## 852         Single          2206       16117                  1      Y
## 853         Single          4193       12682                  0      Y
## 854         Single          5661        4824                  0      Y
## 855        Married          4788       25388                  0      Y
## 856        Married          2404       16192                  1      Y
## 857         Single          2657        8556                  5      Y
## 858        Married          8943       14034                  1      Y
## 859        Married          2238        6961                  2      Y
## 860        Married          7978       14075                  1      Y
## 861         Single          2838        4257                  0      Y
## 862         Single         10231       20364                  3      Y
## 863         Single          5304        4652                  8      Y
## 864       Divorced         13770       10225                  9      Y
## 865        Married          9380       14720                  4      Y
## 866         Single          7898       18706                  1      Y
## 867        Married          4465       12069                  0      Y
## 868        Married          4591       24200                  3      Y
## 869        Married          4477       20100                  4      Y
## 870         Single          4425       15986                  5      Y
## 871        Married          3407       25348                  1      Y
## 872        Married          3600        8429                  1      Y
## 873       Divorced          2377       19373                  1      Y
## 874         Single         16659       23258                  2      Y
## 875       Divorced          8620       23757                  1      Y
## 876         Single          7484       25796                  3      Y
## 877       Divorced          3482       19788                  2      Y
## 878        Married          5377        3835                  2      Y
## 879         Single          6812       17198                  1      Y
## 880        Married          9824       22908                  3      Y
## 881       Divorced          3617       25063                  8      Y
## 882         Single          2501       18775                  1      Y
## 883       Divorced          3055        6194                  5      Y
## 884        Married         17639        6881                  5      Y
## 885         Single          6388       22049                  2      Y
## 886         Single          4332       14811                  1      Y
## 887         Single          4320       24152                  1      Y
## 888       Divorced         16124        3423                  3      Y
## 889         Single          5160       21519                  4      Y
## 890        Married          7654        5860                  1      Y
## 891         Single          2837       15919                  1      Y
## 892       Divorced         17399        6615                  9      Y
## 893         Single          4440       25198                  6      Y
## 894        Married          2145        2097                  0      Y
## 895       Divorced         10851       19863                  2      Y
## 896         Single          9980       15318                  1      Y
## 897        Married          6430       20794                  6      Y
## 898         Single          3447       24444                  1      Y
## 899        Married          5507       16822                  2      Y
## 900         Single          2422       25725                  0      Y
## 901         Single          4930       13970                  0      Y
## 902         Single          5562        9697                  6      Y
## 903         Single          7880        2560                  0      Y
## 904        Married          2705        9696                  0      Y
## 905         Single          1416       17258                  1      Y
## 906        Married          5301        2939                  8      Y
## 907        Married         13525       14864                  5      Y
## 908         Single          5399       14511                  4      Y
## 909        Married         19272       21141                  1      Y
## 910         Single         18265        8733                  6      Y
## 911         Single          4317        2302                  3      Y
## 912         Single          3117       26009                  1      Y
## 913       Divorced         14756       19730                  2      Y
## 914         Single         10512       20002                  6      Y
## 915        Married          3346       11873                  4      Y
## 916        Married         19161       13738                  3      Y
## 917        Married         16555       10310                  2      Y
## 918        Married          4189        8800                  1      Y
## 919         Single          3500       25470                  0      Y
## 920       Divorced          2007       25265                  1      Y
## 921        Married         16856       10084                  1      Y
## 922        Married          2909       23159                  1      Y
## 923       Divorced          2314        9148                  0      Y
## 924        Married          4936       14862                  4      Y
## 925        Married          5902       14590                  4      Y
## 926       Divorced         19197        8213                  1      Y
## 927         Single          2686        5207                  1      Y
## 928        Married          2097       16734                  4      Y
## 929       Divorced          7140        3088                  2      Y
## 930        Married          2818        5044                  2      Y
## 931        Married         18041       13022                  0      Y
## 932        Married          3477       18103                  1      Y
## 933         Single          2600       18275                  1      Y
## 934         Single         13758        2447                  0      Y
## 935         Single         11244       21072                  2      Y
## 936         Single          5324       26507                  5      Y
## 937         Single         14275       20206                  6      Y
## 938        Married          9998       19293                  6      Y
## 939        Married          2400        5530                  0      Y
## 940        Married          2372        5628                  6      Y
## 941         Single          6540       19394                  9      Y
## 942         Single          4541        7744                  1      Y
## 943       Divorced          5485       22670                  9      Y
## 944        Married          4284       13588                  5      Y
## 945        Married          5562       21782                  4      Y
## 946         Single          2080        4732                  2      Y
## 947        Married          6755        2967                  2      Y
## 948         Single          4968       26427                  0      Y
## 949        Married          3692        9256                  1      Y
## 950        Married          2143       25527                  4      Y
## 951        Married          5429       17491                  4      Y
## 952       Divorced          9725       12278                  0      Y
## 953       Divorced          3072       19877                  2      Y
## 954        Married          4490       21833                  4      Y
## 955        Married          5415       15972                  3      Y
## 956        Married         13247        9731                  2      Y
## 957         Single         11994       21293                  0      Y
## 958         Single         19068       21030                  1      Y
## 959         Single         10965       12066                  8      Y
## 960         Single          5326        3064                  6      Y
## 961        Married          7879       14810                  1      Y
## 962        Married          6472        8989                  1      Y
## 963         Single          3445        6152                  1      Y
## 964        Married         18172        9755                  3      Y
## 965        Married          4639       11262                  1      Y
## 966       Divorced          4127       19188                  2      Y
## 967       Divorced         10883       20467                  3      Y
## 968        Married          5151       12315                  1      Y
## 969         Single          2058       19757                  0      Y
## 970         Single          1261       22262                  1      Y
## 971         Single         13591       14674                  3      Y
## 972         Single          8474       20925                  1      Y
## 973        Married          3691        4605                  1      Y
## 974        Married         17584       21016                  3      Y
## 975        Married          2033       14470                  1      Y
## 976        Married          5472        3334                  1      Y
## 977        Married          5562       19711                  3      Y
## 978       Divorced          6583       20115                  2      Y
## 979       Divorced          2073       23648                  4      Y
## 980         Single         17328       13871                  2      Y
## 981        Married          4614       23288                  0      Y
## 982         Single          8095       18264                  0      Y
## 983       Divorced          5731       17171                  7      Y
## 984        Married          6261        4185                  3      Y
## 985        Married         17875       11761                  4      Y
## 986        Married          6804       23683                  3      Y
## 987        Married          3579        9369                  0      Y
## 988        Married          7639       24525                  1      Y
## 989       Divorced          2694       26551                  1      Y
## 990         Single         13872       24409                  0      Y
## 991        Married          4440        7636                  0      Y
## 992        Married          7969       19609                  2      Y
## 993        Married         19331       19519                  4      Y
## 994        Married          2571       12290                  4      Y
## 995        Married          4639        2261                  2      Y
## 996        Married         11836       22789                  5      Y
## 997         Single          2642        2755                  1      Y
## 998        Married         17046        9314                  0      Y
## 999        Married         19406        8509                  4      Y
## 1000       Married          4374       15411                  0      Y
## 1001       Married          2339        3666                  8      Y
## 1002       Married         16328       22074                  3      Y
## 1003        Single         13964       17810                  7      Y
## 1004        Single          9907       26186                  7      Y
## 1005       Married         10239       18092                  3      Y
## 1006      Divorced         11996       19100                  7      Y
## 1007       Married          6586        4821                  0      Y
## 1008       Married          4841       24052                  4      Y
## 1009       Married          4621        5869                  1      Y
## 1010        Single          7991       25166                  8      Y
## 1011      Divorced          2348       10901                  8      Y
## 1012      Divorced         18430       16225                  1      Y
## 1013        Single          7945       19948                  6      Y
## 1014        Single          3038       12430                  3      Y
## 1015      Divorced          7441       20933                  1      Y
## 1016        Single          9355        9558                  1      Y
## 1017        Single          4272        9558                  4      Y
## 1018        Single          1359       16154                  1      Y
## 1019        Single          3310        4488                  1      Y
## 1020       Married         19586       23037                  1      Y
## 1021       Married          2911       14776                  1      Y
## 1022        Single          2450       10919                  2      Y
## 1023       Married         13503       14115                  1      Y
## 1024        Single          9667        2739                  9      Y
## 1025        Single          2342       22929                  0      Y
## 1026       Married          2218       16193                  1      Y
## 1027      Divorced          2029       15891                  1      Y
## 1028        Single          9094       17235                  2      Y
## 1029        Single          1232       19281                  1      Y
## 1030       Married          9884        8302                  2      Y
## 1031       Married          6516        5041                  2      Y
## 1032       Married          6549        3173                  1      Y
## 1033        Single          2960       17102                  2      Y
## 1034      Divorced          3339       17285                  3      Y
## 1035       Married          5231       23726                  2      Y
## 1036        Single          2201       18168                  9      Y
## 1037      Divorced         19847       19196                  4      Y
## 1038       Married          6349       22107                  0      Y
## 1039       Married          3221        3297                  1      Y
## 1040        Single          4859        6698                  1      Y
## 1041        Single          3424       21632                  7      Y
## 1042       Married          2362       14669                  4      Y
## 1043        Single          6811       23398                  8      Y
## 1044        Single          2288        6319                  1      Y
## 1045      Divorced          3816       17881                  1      Y
## 1046       Married          5130       24907                  1      Y
## 1047       Married          3580       10554                  2      Y
## 1048       Married          2690        7713                  1      Y
## 1049       Married         19513        9358                  4      Y
## 1050       Married         13320       11737                  3      Y
## 1051      Divorced          4364        5288                  3      Y
## 1052      Divorced          2645       21923                  1      Y
## 1053       Married          3690        3425                  2      Y
## 1054      Divorced          8938       12227                  2      Y
## 1055      Divorced         14336        4345                  1      Y
## 1056        Single          8381        7507                  7      Y
## 1057        Single         16704       17119                  1      Y
## 1058        Single          3033       12828                  1      Y
## 1059      Divorced         10502        9659                  7      Y
## 1060        Single          4534       13352                  0      Y
## 1061      Divorced          5209       19760                  1      Y
## 1062      Divorced          3069       10302                  0      Y
## 1063       Married          5208       26312                  1      Y
## 1064       Married          2821        2997                  3      Y
## 1065       Married          2096       26376                  1      Y
## 1066        Single          3983        7621                  0      Y
## 1067      Divorced          9950       11533                  9      Y
## 1068       Married          4345        4381                  0      Y
## 1069      Divorced         14026       17588                  1      Y
## 1070       Married          2897       22474                  3      Y
## 1071      Divorced         19419        3735                  2      Y
## 1072       Married          2044        5531                  1      Y
## 1073      Divorced          2232       15417                  7      Y
## 1074      Divorced         10252        4235                  2      Y
## 1075       Married         12965       22308                  4      Y
## 1076       Married          3929        6984                  8      Y
## 1077        Single          5253       20750                  1      Y
## 1078        Single          5147       10697                  8      Y
## 1079        Single          4198       16379                  2      Y
## 1080      Divorced         19517       24118                  3      Y
## 1081        Single          3102        6582                  0      Y
## 1082       Married          3697        9278                  9      Y
## 1083        Single          5980       26085                  6      Y
## 1084       Married          5175       22162                  5      Y
## 1085      Divorced          2576       20490                  3      Y
## 1086       Married          2308        4944                  0      Y
## 1087       Married          2451       22376                  6      Y
## 1088       Married          6179       21057                  1      Y
## 1089      Divorced          2904       16092                  1      Y
## 1090        Single          7779       23238                  2      Y
## 1091      Divorced          6118        5431                  1      Y
## 1092      Divorced          2297       17967                  1      Y
## 1093       Married         19232        4933                  1      Y
## 1094        Single         19537        6462                  7      Y
## 1095       Married          4775       19146                  6      Y
## 1096       Married          7632       14295                  4      Y
## 1097        Single          4249        2690                  1      Y
## 1098       Married          5689       24594                  1      Y
## 1099       Married          7457       13273                  2      Y
## 1100      Divorced          3034       26914                  1      Y
## 1101      Divorced          2074       26619                  1      Y
## 1102       Married          4194       14363                  1      Y
## 1103      Divorced         19190       17477                  1      Y
## 1104        Single          4230       19225                  0      Y
## 1105       Married          5617       21075                  1      Y
## 1106        Single          2506       13301                  3      Y
## 1107        Single          2496        6670                  4      Y
## 1108       Married          9715        7288                  3      Y
## 1109        Single         19045       18938                  0      Y
## 1110        Single         16835        9873                  3      Y
## 1111        Single          3375       17624                  0      Y
## 1112        Single          2718       17674                  2      Y
## 1113       Married         19237       12853                  2      Y
## 1114        Single          9278       20763                  3      Y
## 1115      Divorced          5605        8504                  1      Y
## 1116       Married          5488       20161                  1      Y
## 1117       Married          3722       21081                  6      Y
## 1118       Married          2659       17759                  1      Y
## 1119        Single          7446        8931                  1      Y
## 1120       Married          3506        6020                  0      Y
## 1121        Single          2313        2993                  4      Y
## 1122      Divorced         19973       20284                  1      Y
## 1123      Divorced         19141        8861                  3      Y
## 1124       Married          1706       16571                  1      Y
## 1125       Married         17465       15596                  3      Y
## 1126        Single         10496        2755                  6      Y
## 1127       Married          6434        5118                  4      Y
## 1128        Single          4695       12858                  7      Y
## 1129        Single          5828        8450                  1      Y
## 1130      Divorced         16823       18991                  2      Y
## 1131      Divorced         14732       12414                  2      Y
## 1132      Divorced          9852        8935                  1      Y
## 1133        Single         17444       20489                  1      Y
## 1134      Divorced          6728       14255                  7      Y
## 1135      Divorced          4011        8232                  0      Y
## 1136       Married          2132        4585                  4      Y
## 1137       Married          7005        3458                  3      Y
## 1138      Divorced          5460        6219                  4      Y
## 1139        Single          3646       17181                  2      Y
## 1140      Divorced         10388        6975                  1      Y
## 1141       Married          5405        4244                  2      Y
## 1142       Married          1601        3445                  1      Y
## 1143        Single          9936        3787                  0      Y
## 1144        Single          2716       25422                  1      Y
## 1145        Single          2564       18437                  1      Y
## 1146        Single          2062       19384                  3      Y
## 1147        Single          4294       11148                  1      Y
## 1148       Married          7510       16873                  1      Y
## 1149       Married          9610        3840                  3      Y
## 1150        Single          2871       23785                  1      Y
## 1151      Divorced          2367       18779                  5      Y
## 1152      Divorced          2720       18959                  1      Y
## 1153       Married         10686        8392                  6      Y
## 1154       Married          2942       12154                  2      Y
## 1155        Single          5765       17485                  5      Y
## 1156        Single          3989       20586                  1      Y
## 1157      Divorced          2778       17725                  4      Y
## 1158        Single          2478       20938                  1      Y
## 1159      Divorced          3161       19920                  3      Y
## 1160       Married          2773       12145                  0      Y
## 1161        Single          5933        5197                  9      Y
## 1162      Divorced          2782       19905                  0      Y
## 1163       Married          2141        5348                  1      Y
## 1164       Married          5390       13243                  2      Y
## 1165       Married          2061       11133                  1      Y
## 1166        Single          2519       12287                  4      Y
## 1167        Single          5010       24301                  1      Y
## 1168        Single          2293       10558                  1      Y
## 1169       Married         19202       15970                  0      Y
## 1170       Married          4537       17783                  0      Y
## 1171       Married            NA       19246                  1      Y
## 1172        Single            NA       17241                  3      Y
## 1173        Single            NA        9277                  6      Y
## 1174       Married            NA        9238                  1      Y
## 1175      Divorced            NA       16290                  1      Y
## 1176       Married            NA        3335                  3      Y
## 1177       Married            NA       15480                  0      Y
## 1178        Single            NA       25308                  1      Y
## 1179      Divorced            NA       22310                  1      Y
## 1180        Single            NA       24439                  3      Y
## 1181      Divorced            NA       15986                  4      Y
## 1182       Married            NA        6762                  3      Y
## 1183       Married            NA        3487                  1      Y
## 1184       Married            NA       24008                  0      Y
## 1185       Married            NA        3687                  2      Y
## 1186       Married            NA       10022                  0      Y
## 1187      Divorced            NA       21143                  8      Y
## 1188      Divorced            NA        4187                  3      Y
## 1189      Divorced            NA        9528                  3      Y
## 1190        Single            NA        7108                  1      Y
## 1191        Single            NA       22455                  1      Y
## 1192       Married            NA       17799                  3      Y
## 1193        Single            NA       13596                  1      Y
## 1194      Divorced            NA       16673                  1      Y
## 1195      Divorced            NA       20948                  3      Y
## 1196      Divorced            NA       19989                  3      Y
## 1197        Single            NA       10092                  2      Y
## 1198       Married            NA       26582                  0      Y
## 1199        Single            NA       23553                  1      Y
## 1200       Married            NA       11868                  4      Y
## 1201       Married            NA       16632                  9      Y
## 1202       Married            NA        9282                  7      Y
## 1203      Divorced            NA       13693                  8      Y
## 1204       Married            NA        4060                  8      Y
## 1205       Married            NA        5404                  3      Y
## 1206       Married            NA       13401                  0      Y
## 1207       Married            NA        3142                  2      Y
## 1208      Divorced            NA       23177                  7      Y
## 1209        Single            NA       11179                  1      Y
## 1210        Single            NA       15178                  1      Y
## 1211       Married            NA       18625                  3      Y
## 1212       Married            NA        5224                  0      Y
## 1213       Married            NA       25605                  4      Y
## 1214        Single            NA        5615                  2      Y
## 1215        Single            NA       23371                  6      Y
## 1216        Single            NA       24812                  0      Y
## 1217       Married            NA       12719                  1      Y
## 1218        Single            NA        9125                  1      Y
## 1219       Married            NA       23384                  1      Y
## 1220       Married            NA        9964                  4      Y
## 1221        Single            NA       18398                  0      Y
## 1222       Married            NA        4892                  1      Y
## 1223      Divorced            NA        7858                  7      Y
## 1224       Married            NA       12858                  7      Y
## 1225       Married            NA       18685                  3      Y
## 1226       Married            NA       22495                  3      Y
## 1227       Married            NA       11693                  1      Y
## 1228       Married            NA        3376                  3      Y
## 1229      Divorced            NA        7324                  1      Y
## 1230        Single            NA       11864                  0      Y
## 1231      Divorced            NA       12313                  1      Y
## 1232        Single            NA       19373                  3      Y
## 1233       Married            NA       19566                  1      Y
## 1234      Divorced            NA       13384                  9      Y
## 1235        Single            NA       13008                  1      Y
## 1236        Single            NA       16998                  2      Y
## 1237      Divorced            NA       12368                  7      Y
## 1238        Single            NA       25150                  2      Y
## 1239        Single            NA        5340                  7      Y
## 1240       Married            NA        3692                  1      Y
## 1241        Single            NA       21831                  3      Y
## 1242       Married            NA        4658                  2      Y
## 1243        Single            NA        2354                  7      Y
## 1244       Married            NA        4658                  0      Y
## 1245        Single            NA        9724                  1      Y
## 1246      Divorced            NA       24483                  1      Y
## 1247        Single            NA        4567                  1      Y
## 1248      Divorced            NA        3032                  1      Y
## 1249      Divorced            NA       22808                  0      Y
## 1250        Single            NA       10339                  4      Y
## 1251       Married            NA        6161                  3      Y
## 1252       Married            NA       22217                  1      Y
## 1253        Single            NA       13848                  3      Y
## 1254        Single            NA       19826                  0      Y
## 1255        Single            NA        8770                  9      Y
## 1256       Married            NA        6595                  4      Y
## 1257        Single            NA       21698                  4      Y
## 1258        Single            NA       11135                  9      Y
## 1259        Single            NA       11591                  3      Y
## 1260        Single            NA       25761                  7      Y
## 1261        Single            NA       22673                  1      Y
## 1262      Divorced            NA       24447                  1      Y
## 1263      Divorced            NA        4284                  2      Y
## 1264       Married            NA       18767                  9      Y
## 1265       Married            NA       26897                  1      Y
## 1266      Divorced            NA       16701                  5      Y
## 1267        Single            NA        8489                  1      Y
## 1268       Married            NA        3809                  1      Y
## 1269       Married            NA        9490                  2      Y
## 1270      Divorced            NA       14180                  2      Y
## 1271        Single            NA        5099                  1      Y
## 1272       Married            NA       17369                  0      Y
## 1273        Single            NA        6842                  0      Y
## 1274        Single            NA       11757                  1      Y
## 1275      Divorced            NA       24117                  1      Y
## 1276        Single            NA       14961                  1      Y
## 1277        Single            NA       13119                  2      Y
## 1278        Single            NA       22154                  0      Y
## 1279       Married            NA       23457                  1      Y
## 1280       Married            NA       12124                  2      Y
## 1281       Married            NA       26204                  0      Y
## 1282       Married            NA       11563                  2      Y
## 1283        Single            NA        3300                  7      Y
## 1284        Single            NA       21378                  0      Y
## 1285       Married            NA       14369                  4      Y
## 1286        Single            NA       15318                  3      Y
## 1287       Married            NA        4223                  0      Y
## 1288       Married            NA       23343                  4      Y
## 1289        Single            NA        5083                  1      Y
## 1290        Single            NA        7551                  0      Y
## 1291       Married            NA        7790                  8      Y
## 1292       Married            NA       17616                  1      Y
## 1293       Married            NA       13982                  0      Y
## 1294       Married            NA       25440                  5      Y
## 1295        Single            NA       19899                  1      Y
## 1296        Single            NA       12482                  1      Y
## 1297       Married            NA       12127                  0      Y
## 1298        Single            NA        5652                  6      Y
## 1299      Divorced            NA        6812                  6      Y
## 1300        Single            NA       18016                  1      Y
## 1301      Divorced            NA       10425                  8      Y
## 1302        Single            NA       25751                  3      Y
## 1303      Divorced            NA       25518                  0      Y
## 1304      Divorced            NA        7389                  5      Y
## 1305       Married            NA       16530                  8      Y
## 1306       Married            NA       16495                  3      Y
## 1307        Single            NA       13251                  1      Y
## 1308      Divorced            NA       18899                  9      Y
## 1309      Divorced            NA       18640                  3      Y
## 1310       Married            NA       16047                  2      Y
## 1311      Divorced            NA       22573                  6      Y
## 1312      Divorced            NA       15000                  6      Y
## 1313       Married            NA       24624                  1      Y
## 1314       Married            NA        6208                  4      Y
## 1315        Single            NA       22967                  5      Y
## 1316      Divorced            NA        5855                  5      Y
## 1317      Divorced            NA        8007                  0      Y
## 1318       Married            NA       11439                  1      Y
## 1319       Married            NA        8053                  2      Y
## 1320        Single            NA       13493                  1      Y
## 1321       Married            NA       16177                  0      Y
## 1322        Single            NA       15276                  4      Y
## 1323      Divorced            NA        5141                  8      Y
## 1324       Married            NA        3395                  3      Y
## 1325      Divorced            NA       12888                  4      Y
## 1326        Single            NA       15302                  2      Y
## 1327       Married            NA       17822                  3      Y
## 1328        Single            NA       12090                  1      Y
## 1329        Single            NA       24785                  9      Y
## 1330       Married            NA        2326                  9      Y
## 1331       Married            NA       20497                  0      Y
## 1332        Single            NA        5033                  0      Y
## 1333      Divorced            NA        8842                  1      Y
## 1334       Married            NA       14908                  1      Y
## 1335      Divorced            NA       23099                  3      Y
## 1336        Single            NA       26999                  1      Y
## 1337        Single            NA       22807                  1      Y
## 1338       Married            NA        6729                  2      Y
## 1339        Single            NA        7914                  7      Y
## 1340       Married            NA       25549                  4      Y
## 1341        Single            NA       11652                  0      Y
## 1342        Single            NA        3339                  3      Y
## 1343       Married            NA       12695                  0      Y
## 1344       Married            NA        2823                  1      Y
## 1345        Single            NA        2122                  1      Y
## 1346      Divorced            NA        7160                  1      Y
## 1347       Married            NA        7653                  4      Y
## 1348       Married            NA       23364                  6      Y
## 1349        Single            NA       25681                  1      Y
## 1350      Divorced            NA       22098                  6      Y
## 1351       Married            NA       14618                  0      Y
## 1352        Single            NA        7703                  1      Y
## 1353      Divorced            NA        2227                  4      Y
## 1354      Divorced            NA        9834                  5      Y
## 1355        Single            NA        6297                  2      Y
## 1356       Married            NA        9396                  5      Y
## 1357       Married            NA        9679                  5      Y
## 1358       Married            NA        7744                  5      Y
## 1359      Divorced            NA       12832                  2      Y
## 1360       Married            NA       19911                  0      Y
## 1361       Married            NA        2721                  0      Y
## 1362      Divorced            NA       17000                  1      Y
## 1363      Divorced            NA        5335                  3      Y
## 1364      Divorced            NA       25103                  1      Y
## 1365      Divorced            NA       17056                  2      Y
## 1366       Married            NA        4344                  1      Y
## 1367       Married            NA       12549                  2      Y
## 1368       Married            NA        3854                  5      Y
## 1369       Married            NA       17456                  0      Y
## 1370       Married            NA        9983                  7      Y
## 1371       Married            NA        6527                  8      Y
## 1372       Married            NA        4156                  1      Y
## 1373        Single            NA        5050                  1      Y
## 1374       Married            NA        9128                  3      Y
## 1375       Married            NA       20328                  4      Y
## 1376       Married            NA       24097                  8      Y
## 1377      Divorced            NA       10735                  4      Y
## 1378      Divorced            NA       18624                  1      Y
## 1379        Single            NA       26285                  4      Y
## 1380      Divorced            NA       12932                  2      Y
## 1381        Single            NA        2725                  2      Y
## 1382       Married            NA        8952                  1      Y
## 1383       Married            NA       26956                  1      Y
## 1384       Married            NA       18659                  9      Y
## 1385        Single            NA        8787                  0      Y
## 1386       Married            NA       23772                  5      Y
## 1387       Married            NA       20943                  1      Y
## 1388       Married            NA       20471                  6      Y
## 1389       Married            NA       10077                  0      Y
## 1390       Married            NA        7100                  1      Y
## 1391      Divorced            NA       11866                  1      Y
## 1392      Divorced            NA       10436                  1      Y
## 1393      Divorced            NA       10056                  1      Y
## 1394      Divorced            NA       11591                  7      Y
## 1395      Divorced            NA       18384                  1      Y
## 1396       Married            NA       15701                  6      Y
## 1397       Married            NA       18697                  2      Y
## 1398      Divorced            NA        9732                  6      Y
## 1399       Married            NA        3956                  1      Y
## 1400        Single            NA        4992                  1      Y
## 1401       Married            NA        6499                  1      Y
## 1402      Divorced            NA       22553                  7      Y
## 1403       Married            NA       19682                  3      Y
## 1404       Married            NA       20715                  7      Y
## 1405        Single            NA       23293                  2      Y
## 1406      Divorced            NA       17940                  0      Y
## 1407       Married            NA       14377                  1      Y
## 1408        Single            NA       26894                  4      Y
## 1409        Single            NA       12916                  1      Y
## 1410       Married            NA       15975                  0      Y
## 1411       Married            NA       12250                  1      Y
## 1412       Married            NA       11038                  3      Y
## 1413       Married            NA       24619                  7      Y
## 1414       Married            NA       23452                  3      Y
## 1415        Single            NA       13084                  2      Y
## 1416       Married            NA       23844                  0      Y
## 1417        Single            NA       21123                  2      Y
## 1418       Married            NA       16392                  0      Y
## 1419      Divorced            NA        9255                  2      Y
## 1420      Divorced            NA        2912                  1      Y
## 1421      Divorced            NA       16586                  4      Y
## 1422        Single            NA       16154                  2      Y
## 1423       Married            NA        5771                  1      Y
## 1424       Married            NA       20462                  9      Y
## 1425       Married            NA       21643                  0      Y
## 1426        Single            NA       20989                  0      Y
## 1427       Married            NA       14168                  1      Y
## 1428       Married            NA       21821                  8      Y
## 1429        Single            NA       15896                  1      Y
## 1430       Married            NA        6881                  1      Y
## 1431      Divorced            NA       13523                  9      Y
## 1432      Divorced            NA       17334                  6      Y
## 1433       Married            NA        5718                  1      Y
## 1434        Single            NA       23826                  1      Y
## 1435        Single            NA       10224                  7      Y
## 1436       Married            NA       11141                  1      Y
## 1437       Married            NA       17663                  6      Y
## 1438      Divorced            NA        4297                  0      Y
## 1439      Divorced            NA        9647                  0      Y
## 1440       Married            NA        3525                  1      Y
## 1441       Married            NA       14408                  0      Y
## 1442       Married            NA       21173                  0      Y
## 1443        Single            NA       22245                  7      Y
## 1444        Single            NA       24252                  1      Y
## 1445       Married            NA       10503                  4      Y
## 1446        Single            NA       23333                  8      Y
## 1447       Married            NA       10228                  2      Y
## 1448      Divorced            NA       16031                  8      Y
## 1449      Divorced            NA        5598                  1      Y
## 1450       Married            NA       15830                  1      Y
## 1451      Divorced            NA       15748                  1      Y
## 1452        Single            NA       20392                  3      Y
## 1453        Single            NA       16885                  3      Y
## 1454       Married            NA       22955                  1      Y
## 1455       Married            NA        5549                  1      Y
## 1456        Single            NA        7192                  3      Y
## 1457      Divorced            NA       23522                  6      Y
## 1458       Married            NA       19573                  4      Y
## 1459       Married            NA        7950                  1      Y
## 1460      Divorced            NA        2819                  6      Y
## 1461        Single            NA       10826                  1      Y
## 1462        Single            NA       15397                  4      Y
## 1463       Married            NA        7003                  1      Y
## 1464        Single            NA       23848                  4      Y
## 1465       Married            NA       20898                  1      Y
## 1466       Married            NA        7331                  1      Y
## 1467       Married            NA       26542                  4      Y
## 1468        Single            NA       19558                  0      Y
## 1469      Divorced            NA        5013                  0      Y
## 1470       Married            NA       22977                  1      Y
##      OverTime PercentSalaryHike PerformanceRating RelationshipSatisfaction
## 1          No                11                 3                        3
## 2          No                14                 3                        1
## 3          No                11                 3                        3
## 4          No                19                 3                        3
## 5         Yes                13                 3                        3
## 6          No                21                 4                        3
## 7         Yes                12                 3                        1
## 8         Yes                14                 3                        3
## 9         Yes                19                 3                        4
## 10         No                14                 3                        2
## 11         No                13                 3                        4
## 12         No                15                 3                        2
## 13         No                21                 4                        2
## 14         No                18                 3                        1
## 15         No                12                 3                        3
## 16         No                13                 3                        4
## 17         No                12                 3                        3
## 18         No                14                 3                        3
## 19        Yes                14                 3                        1
## 20         No                15                 3                        4
## 21        Yes                11                 3                        3
## 22         No                12                 3                        4
## 23        Yes                13                 3                        2
## 24         No                13                 3                        4
## 25         No                14                 3                        1
## 26         No                11                 3                        3
## 27         No                11                 3                        4
## 28        Yes                17                 3                        1
## 29        Yes                13                 3                        2
## 30         No                18                 3                        1
## 31         No                17                 3                        4
## 32         No                18                 3                        4
## 33        Yes                12                 3                        2
## 34         No                12                 3                        2
## 35         No                24                 4                        2
## 36         No                20                 4                        3
## 37         No                17                 3                        3
## 38        Yes                13                 3                        2
## 39         No                14                 3                        1
## 40         No                12                 3                        1
## 41         No                22                 4                        4
## 42         No                13                 3                        1
## 43        Yes                16                 3                        2
## 44         No                22                 4                        4
## 45         No                22                 4                        4
## 46         No                13                 3                        3
## 47         No                15                 3                        2
## 48        Yes                14                 3                        2
## 49        Yes                14                 3                        4
## 50         No                18                 3                        4
## 51         No                17                 3                        4
## 52        Yes                21                 4                        3
## 53         No                13                 3                        4
## 54         No                12                 3                        2
## 55         No                23                 4                        4
## 56         No                20                 4                        2
## 57        Yes                12                 3                        4
## 58        Yes                18                 3                        4
## 59        Yes                18                 3                        1
## 60        Yes                14                 3                        4
## 61        Yes                11                 3                        1
## 62         No                12                 3                        1
## 63         No                19                 3                        3
## 64         No                16                 3                        3
## 65         No                13                 3                        1
## 66        Yes                12                 3                        4
## 67         No                13                 3                        2
## 68         No                13                 3                        3
## 69         No                13                 3                        4
## 70         No                12                 3                        2
## 71         No                22                 4                        1
## 72         No                18                 3                        4
## 73        Yes                13                 3                        1
## 74        Yes                11                 3                        1
## 75        Yes                19                 3                        3
## 76         No                23                 4                        4
## 77        Yes                14                 3                        4
## 78         No                15                 3                        2
## 79         No                12                 3                        4
## 80        Yes                11                 3                        3
## 81         No                15                 3                        1
## 82         No                16                 3                        2
## 83         No                11                 3                        4
## 84        Yes                13                 3                        1
## 85        Yes                11                 3                        4
## 86        Yes                13                 3                        1
## 87         No                12                 3                        4
## 88        Yes                24                 4                        4
## 89         No                15                 3                        4
## 90         No                12                 3                        4
## 91        Yes                23                 4                        3
## 92         No                13                 3                        1
## 93        Yes                15                 3                        2
## 94        Yes                16                 3                        3
## 95         No                15                 3                        2
## 96         No                25                 4                        3
## 97         No                12                 3                        4
## 98         No                14                 3                        4
## 99         No                13                 3                        3
## 100        No                17                 3                        1
## 101        No                14                 3                        2
## 102        No                18                 3                        1
## 103        No                15                 3                        1
## 104        No                16                 3                        1
## 105        No                12                 3                        2
## 106        No                22                 4                        2
## 107        No                13                 3                        1
## 108       Yes                18                 3                        1
## 109        No                22                 4                        4
## 110        No                14                 3                        4
## 111       Yes                14                 3                        4
## 112        No                15                 3                        2
## 113        No                19                 3                        4
## 114        No                11                 3                        1
## 115       Yes                15                 3                        4
## 116       Yes                13                 3                        4
## 117        No                14                 3                        2
## 118       Yes                13                 3                        1
## 119        No                12                 3                        1
## 120        No                11                 3                        4
## 121        No                14                 3                        1
## 122       Yes                11                 3                        4
## 123       Yes                12                 3                        3
## 124        No                20                 4                        1
## 125        No                18                 3                        1
## 126       Yes                11                 3                        4
## 127       Yes                22                 4                        2
## 128        No                13                 3                        4
## 129       Yes                14                 3                        1
## 130        No                12                 3                        4
## 131       Yes                13                 3                        2
## 132        No                12                 3                        3
## 133        No                11                 3                        4
## 134        No                21                 4                        3
## 135        No                11                 3                        2
## 136        No                24                 4                        4
## 137       Yes                11                 3                        4
## 138        No                11                 3                        3
## 139       Yes                21                 4                        4
## 140        No                12                 3                        1
## 141       Yes                12                 3                        1
## 142        No                12                 3                        4
## 143        No                13                 3                        2
## 144        No                14                 3                        2
## 145        No                20                 4                        2
## 146        No                14                 3                        1
## 147        No                13                 3                        4
## 148        No                13                 3                        4
## 149        No                22                 4                        4
## 150        No                21                 4                        2
## 151        No                17                 3                        3
## 152        No                12                 3                        4
## 153        No                14                 3                        3
## 154        No                12                 3                        1
## 155        No                14                 3                        2
## 156       Yes                12                 3                        2
## 157        No                14                 3                        3
## 158        No                11                 3                        4
## 159        No                11                 3                        3
## 160       Yes                17                 3                        3
## 161       Yes                12                 3                        3
## 162        No                12                 3                        1
## 163        No                12                 3                        4
## 164       Yes                13                 3                        3
## 165        No                15                 3                        3
## 166        No                13                 3                        4
## 167        No                16                 3                        2
## 168        No                19                 3                        3
## 169       Yes                12                 3                        2
## 170        No                22                 4                        1
## 171        No                23                 4                        4
## 172        No                18                 3                        3
## 173        No                11                 3                        4
## 174       Yes                14                 3                        4
## 175        No                13                 3                        3
## 176       Yes                11                 3                        3
## 177       Yes                13                 3                        4
## 178       Yes                14                 3                        2
## 179        No                14                 3                        4
## 180        No                22                 4                        3
## 181        No                18                 3                        2
## 182        No                15                 3                        4
## 183        No                12                 3                        4
## 184        No                18                 3                        4
## 185        No                11                 3                        1
## 186        No                23                 4                        4
## 187        No                17                 3                        3
## 188        No                14                 3                        3
## 189        No                14                 3                        1
## 190        No                15                 3                        2
## 191        No                13                 3                        4
## 192        No                14                 3                        4
## 193        No                14                 3                        3
## 194        No                14                 3                        1
## 195        No                12                 3                        4
## 196        No                11                 3                        2
## 197        No                23                 4                        2
## 198        No                17                 3                        2
## 199        No                14                 3                        4
## 200        No                21                 4                        4
## 201       Yes                16                 3                        4
## 202        No                17                 3                        2
## 203        No                12                 3                        3
## 204       Yes                13                 3                        4
## 205        No                11                 3                        1
## 206       Yes                13                 3                        4
## 207        No                13                 3                        2
## 208       Yes                19                 3                        2
## 209        No                14                 3                        4
## 210       Yes                13                 3                        3
## 211        No                23                 4                        3
## 212        No                13                 3                        2
## 213        No                17                 3                        1
## 214       Yes                13                 3                        4
## 215        No                13                 3                        4
## 216        No                14                 3                        3
## 217        No                19                 3                        3
## 218        No                11                 3                        2
## 219        No                14                 3                        3
## 220       Yes                20                 4                        2
## 221        No                22                 4                        3
## 222        No                14                 3                        4
## 223       Yes                25                 4                        3
## 224        No                14                 3                        4
## 225        No                19                 3                        4
## 226        No                13                 3                        3
## 227        No                12                 3                        3
## 228       Yes                16                 3                        1
## 229        No                21                 4                        1
## 230       Yes                19                 3                        2
## 231        No                19                 3                        1
## 232        No                13                 3                        1
## 233        No                11                 3                        3
## 234        No                14                 3                        4
## 235       Yes                12                 3                        4
## 236        No                11                 3                        3
## 237        No                11                 3                        1
## 238       Yes                12                 3                        4
## 239        No                14                 3                        3
## 240        No                15                 3                        3
## 241       Yes                21                 4                        4
## 242        No                22                 4                        3
## 243        No                23                 4                        4
## 244        No                12                 3                        1
## 245       Yes                15                 3                        3
## 246        No                14                 3                        3
## 247       Yes                14                 3                        3
## 248        No                14                 3                        2
## 249       Yes                14                 3                        1
## 250        No                16                 3                        2
## 251        No                12                 3                        3
## 252        No                13                 3                        4
## 253        No                14                 3                        4
## 254        No                17                 3                        3
## 255        No                11                 3                        3
## 256        No                13                 3                        3
## 257        No                11                 3                        3
## 258        No                14                 3                        2
## 259       Yes                13                 3                        4
## 260       Yes                19                 3                        3
## 261        No                14                 3                        3
## 262        No                13                 3                        3
## 263       Yes                13                 3                        3
## 264        No                15                 3                        2
## 265        No                12                 3                        3
## 266        No                13                 3                        3
## 267        No                14                 3                        4
## 268        No                12                 3                        1
## 269        No                20                 4                        3
## 270        No                15                 3                        3
## 271        No                22                 4                        2
## 272        No                12                 3                        3
## 273        No                21                 4                        4
## 274        No                13                 3                        1
## 275        No                11                 3                        4
## 276        No                13                 3                        4
## 277        No                13                 3                        4
## 278        No                19                 3                        1
## 279       Yes                11                 3                        4
## 280       Yes                16                 3                        2
## 281       Yes                17                 3                        1
## 282       Yes                13                 3                        3
## 283        No                17                 3                        4
## 284        No                12                 3                        4
## 285        No                13                 3                        4
## 286       Yes                12                 3                        2
## 287       Yes                23                 4                        1
## 288        No                11                 3                        3
## 289        No                14                 3                        3
## 290        No                16                 3                        2
## 291        No                14                 3                        4
## 292        No                15                 3                        3
## 293        No                16                 3                        4
## 294        No                18                 3                        1
## 295       Yes                21                 4                        4
## 296       Yes                11                 3                        3
## 297        No                17                 3                        3
## 298       Yes                24                 4                        4
## 299       Yes                22                 4                        1
## 300       Yes                13                 3                        4
## 301        No                14                 3                        4
## 302        No                22                 4                        4
## 303        No                12                 3                        4
## 304        No                19                 3                        2
## 305        No                24                 4                        1
## 306        No                17                 3                        4
## 307        No                18                 3                        2
## 308        No                17                 3                        4
## 309       Yes                14                 3                        4
## 310        No                22                 4                        3
## 311        No                17                 3                        2
## 312        No                15                 3                        3
## 313        No                12                 3                        1
## 314        No                17                 3                        3
## 315        No                14                 3                        4
## 316       Yes                17                 3                        3
## 317        No                18                 3                        4
## 318        No                12                 3                        2
## 319       Yes                12                 3                        4
## 320       Yes                12                 3                        4
## 321        No                20                 4                        3
## 322        No                12                 3                        4
## 323        No                12                 3                        2
## 324       Yes                23                 4                        1
## 325        No                16                 3                        3
## 326        No                19                 3                        3
## 327       Yes                14                 3                        4
## 328       Yes                17                 3                        3
## 329       Yes                16                 3                        3
## 330        No                14                 3                        3
## 331        No                14                 3                        1
## 332        No                11                 3                        3
## 333       Yes                12                 3                        3
## 334        No                11                 3                        4
## 335        No                21                 4                        4
## 336        No                22                 4                        2
## 337        No                11                 3                        4
## 338        No                17                 3                        3
## 339       Yes                14                 3                        4
## 340        No                13                 3                        4
## 341       Yes                14                 3                        4
## 342       Yes                12                 3                        2
## 343        No                15                 3                        3
## 344        No                20                 4                        3
## 345        No                19                 3                        3
## 346        No                12                 3                        1
## 347        No                11                 3                        4
## 348        No                20                 4                        1
## 349        No                13                 3                        4
## 350        No                11                 3                        3
## 351        No                13                 3                        2
## 352        No                11                 3                        2
## 353       Yes                13                 3                        4
## 354       Yes                18                 3                        3
## 355       Yes                13                 3                        4
## 356        No                18                 3                        4
## 357        No                19                 3                        3
## 358        No                16                 3                        2
## 359       Yes                22                 4                        2
## 360        No                11                 3                        3
## 361        No                14                 3                        1
## 362        No                17                 3                        4
## 363        No                15                 3                        4
## 364        No                19                 3                        4
## 365        No                14                 3                        4
## 366        No                11                 3                        4
## 367        No                13                 3                        3
## 368        No                12                 3                        4
## 369        No                16                 3                        4
## 370        No                16                 3                        3
## 371        No                12                 3                        3
## 372        No                11                 3                        3
## 373        No                18                 3                        1
## 374        No                11                 3                        1
## 375        No                11                 3                        1
## 376       Yes                13                 3                        4
## 377        No                16                 3                        3
## 378       Yes                12                 3                        3
## 379       Yes                18                 3                        1
## 380       Yes                11                 3                        2
## 381        No                11                 3                        2
## 382        No                23                 4                        4
## 383        No                11                 3                        1
## 384        No                13                 3                        3
## 385       Yes                12                 3                        3
## 386        No                13                 3                        2
## 387        No                14                 3                        1
## 388        No                12                 3                        2
## 389        No                15                 3                        3
## 390       Yes                11                 3                        3
## 391        No                17                 3                        2
## 392       Yes                19                 3                        3
## 393       Yes                13                 3                        4
## 394        No                19                 3                        4
## 395       Yes                14                 3                        4
## 396       Yes                18                 3                        2
## 397        No                13                 3                        3
## 398        No                15                 3                        4
## 399        No                21                 4                        1
## 400       Yes                18                 3                        2
## 401        No                20                 4                        3
## 402        No                16                 3                        2
## 403        No                12                 3                        3
## 404        No                12                 3                        3
## 405        No                11                 3                        4
## 406       Yes                14                 3                        3
## 407        No                14                 3                        1
## 408        No                14                 3                        3
## 409        No                16                 3                        3
## 410        No                24                 4                        3
## 411        No                21                 4                        3
## 412        No                12                 3                        2
## 413        No                21                 4                        1
## 414        No                13                 3                        3
## 415        No                16                 3                        4
## 416        No                14                 3                        3
## 417        No                14                 3                        3
## 418        No                18                 3                        4
## 419        No                13                 3                        2
## 420        No                18                 3                        3
## 421        No                15                 3                        3
## 422       Yes                15                 3                        1
## 423       Yes                18                 3                        2
## 424        No                15                 3                        3
## 425        No                11                 3                        3
## 426        No                13                 3                        3
## 427        No                13                 3                        2
## 428        No                17                 3                        1
## 429       Yes                14                 3                        4
## 430        No                13                 3                        2
## 431       Yes                11                 3                        1
## 432        No                16                 3                        2
## 433        No                20                 4                        1
## 434        No                13                 3                        3
## 435        No                12                 3                        2
## 436        No                18                 3                        1
## 437        No                17                 3                        4
## 438        No                13                 3                        4
## 439       Yes                14                 3                        3
## 440        No                13                 3                        3
## 441       Yes                14                 3                        4
## 442        No                17                 3                        3
## 443        No                11                 3                        3
## 444       Yes                18                 3                        1
## 445       Yes                17                 3                        3
## 446        No                12                 3                        3
## 447        No                15                 3                        4
## 448        No                18                 3                        3
## 449        No                11                 3                        4
## 450        No                15                 3                        1
## 451       Yes                13                 3                        1
## 452        No                13                 3                        3
## 453       Yes                18                 3                        4
## 454        No                14                 3                        2
## 455        No                11                 3                        1
## 456        No                14                 3                        2
## 457        No                11                 3                        1
## 458       Yes                22                 4                        4
## 459        No                22                 4                        4
## 460        No                16                 3                        3
## 461        No                17                 3                        4
## 462        No                11                 3                        3
## 463        No                11                 3                        4
## 464        No                20                 4                        4
## 465       Yes                16                 3                        4
## 466       Yes                11                 3                        3
## 467       Yes                21                 4                        4
## 468        No                12                 3                        2
## 469        No                18                 3                        4
## 470        No                11                 3                        3
## 471        No                11                 3                        3
## 472       Yes                24                 4                        2
## 473       Yes                14                 3                        2
## 474        No                13                 3                        2
## 475        No                16                 3                        4
## 476       Yes                21                 4                        3
## 477        No                19                 3                        4
## 478        No                12                 3                        1
## 479        No                13                 3                        3
## 480       Yes                25                 4                        1
## 481        No                12                 3                        1
## 482       Yes                19                 3                        2
## 483       Yes                15                 3                        2
## 484       Yes                18                 3                        3
## 485        No                12                 3                        4
## 486       Yes                11                 3                        1
## 487        No                13                 3                        3
## 488        No                17                 3                        4
## 489       Yes                13                 3                        4
## 490        No                11                 3                        4
## 491       Yes                11                 3                        4
## 492       Yes                11                 3                        2
## 493        No                11                 3                        3
## 494        No                19                 3                        4
## 495       Yes                13                 3                        1
## 496        No                14                 3                        3
## 497        No                21                 4                        4
## 498       Yes                12                 3                        3
## 499        No                13                 3                        2
## 500        No                19                 3                        3
## 501       Yes                14                 3                        4
## 502       Yes                14                 3                        2
## 503       Yes                11                 3                        3
## 504        No                11                 3                        3
## 505        No                19                 3                        2
## 506        No                12                 3                        1
## 507       Yes                13                 3                        2
## 508        No                11                 3                        2
## 509        No                17                 3                        3
## 510        No                12                 3                        4
## 511        No                11                 3                        3
## 512        No                21                 4                        2
## 513        No                13                 3                        1
## 514       Yes                12                 3                        3
## 515        No                24                 4                        3
## 516        No                18                 3                        4
## 517       Yes                18                 3                        3
## 518        No                22                 4                        2
## 519        No                12                 3                        1
## 520        No                16                 3                        4
## 521        No                16                 3                        3
## 522       Yes                17                 3                        3
## 523        No                17                 3                        3
## 524       Yes                17                 3                        3
## 525        No                17                 3                        1
## 526        No                12                 3                        1
## 527       Yes                11                 3                        1
## 528       Yes                12                 3                        4
## 529        No                18                 3                        1
## 530       Yes                18                 3                        1
## 531        No                18                 3                        1
## 532        No                13                 3                        1
## 533        No                24                 4                        3
## 534        No                18                 3                        2
## 535       Yes                11                 3                        4
## 536        No                14                 3                        4
## 537        No                16                 3                        3
## 538       Yes                11                 3                        3
## 539       Yes                16                 3                        2
## 540        No                13                 3                        4
## 541        No                13                 3                        1
## 542        No                19                 3                        2
## 543       Yes                15                 3                        4
## 544        No                14                 3                        2
## 545        No                11                 3                        3
## 546        No                12                 3                        2
## 547        No                11                 3                        3
## 548        No                14                 3                        4
## 549        No                17                 3                        3
## 550        No                16                 3                        1
## 551        No                12                 3                        2
## 552        No                13                 3                        4
## 553        No                21                 4                        4
## 554        No                17                 3                        1
## 555        No                14                 3                        4
## 556       Yes                11                 3                        3
## 557        No                11                 3                        3
## 558       Yes                13                 3                        4
## 559        No                13                 3                        4
## 560        No                17                 3                        2
## 561        No                12                 3                        3
## 562       Yes                14                 3                        2
## 563        No                14                 3                        2
## 564        No                20                 4                        3
## 565        No                21                 4                        3
## 566       Yes                12                 3                        3
## 567        No                13                 3                        4
## 568        No                11                 3                        4
## 569        No                17                 3                        1
## 570       Yes                18                 3                        4
## 571        No                21                 4                        3
## 572        No                19                 3                        1
## 573       Yes                12                 3                        3
## 574        No                21                 4                        3
## 575        No                20                 4                        4
## 576        No                18                 3                        3
## 577        No                14                 3                        1
## 578        No                14                 3                        4
## 579        No                13                 3                        4
## 580       Yes                11                 3                        2
## 581        No                11                 3                        3
## 582        No                14                 3                        2
## 583       Yes                16                 3                        3
## 584       Yes                20                 4                        1
## 585       Yes                13                 3                        4
## 586       Yes                15                 3                        3
## 587       Yes                12                 3                        4
## 588        No                23                 4                        2
## 589        No                18                 3                        1
## 590       Yes                15                 3                        3
## 591       Yes                14                 3                        2
## 592       Yes                23                 4                        3
## 593        No                15                 3                        4
## 594        No                14                 3                        4
## 595        No                13                 3                        4
## 596        No                22                 4                        1
## 597        No                16                 3                        1
## 598        No                22                 4                        2
## 599       Yes                20                 4                        2
## 600       Yes                16                 3                        1
## 601        No                13                 3                        3
## 602        No                14                 3                        2
## 603       Yes                12                 3                        3
## 604        No                13                 3                        1
## 605        No                13                 3                        3
## 606        No                19                 3                        3
## 607        No                11                 3                        4
## 608       Yes                24                 4                        3
## 609        No                12                 3                        4
## 610        No                19                 3                        4
## 611        No                12                 3                        2
## 612       Yes                17                 3                        1
## 613        No                20                 4                        1
## 614       Yes                13                 3                        2
## 615        No                11                 3                        1
## 616        No                14                 3                        3
## 617        No                11                 3                        4
## 618       Yes                21                 4                        3
## 619        No                15                 3                        1
## 620        No                18                 3                        3
## 621       Yes                18                 3                        2
## 622       Yes                19                 3                        3
## 623        No                16                 3                        3
## 624       Yes                16                 3                        3
## 625        No                11                 3                        3
## 626        No                11                 3                        2
## 627       Yes                12                 3                        3
## 628       Yes                14                 3                        2
## 629        No                18                 3                        2
## 630        No                14                 3                        2
## 631        No                20                 4                        2
## 632        No                21                 4                        1
## 633       Yes                12                 3                        3
## 634        No                22                 4                        1
## 635        No                16                 3                        1
## 636        No                13                 3                        2
## 637        No                17                 3                        4
## 638        No                18                 3                        3
## 639       Yes                11                 3                        2
## 640        No                11                 3                        2
## 641        No                22                 4                        2
## 642        No                12                 3                        2
## 643        No                15                 3                        2
## 644       Yes                23                 4                        2
## 645        No                17                 3                        1
## 646        No                11                 3                        1
## 647        No                12                 3                        4
## 648        No                15                 3                        3
## 649        No                14                 3                        2
## 650       Yes                14                 3                        2
## 651        No                19                 3                        2
## 652       Yes                18                 3                        2
## 653        No                17                 3                        3
## 654        No                21                 4                        2
## 655        No                16                 3                        3
## 656       Yes                13                 3                        3
## 657        No                16                 3                        4
## 658        No                20                 4                        1
## 659       Yes                15                 3                        4
## 660        No                13                 3                        3
## 661        No                15                 3                        4
## 662        No                12                 3                        3
## 663       Yes                12                 3                        2
## 664        No                20                 4                        1
## 665        No                20                 4                        3
## 666       Yes                12                 3                        4
## 667        No                14                 3                        4
## 668        No                13                 3                        1
## 669        No                18                 3                        1
## 670        No                14                 3                        1
## 671        No                13                 3                        1
## 672        No                14                 3                        3
## 673        No                14                 3                        4
## 674       Yes                19                 3                        1
## 675        No                17                 3                        1
## 676        No                14                 3                        3
## 677        No                15                 3                        1
## 678        No                11                 3                        1
## 679        No                13                 3                        2
## 680        No                15                 3                        2
## 681        No                12                 3                        1
## 682        No                20                 4                        1
## 683        No                14                 3                        2
## 684       Yes                16                 3                        2
## 685        No                11                 3                        3
## 686        No                25                 4                        4
## 687       Yes                12                 3                        1
## 688        No                21                 4                        4
## 689        No                22                 4                        3
## 690        No                13                 3                        4
## 691        No                11                 3                        3
## 692       Yes                12                 3                        4
## 693        No                23                 4                        2
## 694       Yes                23                 4                        3
## 695        No                14                 3                        3
## 696       Yes                18                 3                        1
## 697        No                25                 4                        2
## 698        No                16                 3                        4
## 699       Yes                12                 3                        3
## 700        No                11                 3                        1
## 701        No                11                 3                        4
## 702        No                20                 4                        1
## 703       Yes                11                 3                        2
## 704       Yes                11                 3                        3
## 705        No                17                 3                        4
## 706        No                14                 3                        4
## 707        No                15                 3                        2
## 708        No                18                 3                        4
## 709        No                11                 3                        2
## 710        No                11                 3                        4
## 711       Yes                23                 4                        4
## 712        No                12                 3                        3
## 713        No                11                 3                        3
## 714        No                11                 3                        1
## 715        No                15                 3                        2
## 716        No                11                 3                        3
## 717        No                18                 3                        1
## 718        No                13                 3                        4
## 719       Yes                24                 4                        1
## 720        No                17                 3                        2
## 721        No                15                 3                        3
## 722        No                17                 3                        1
## 723        No                14                 3                        3
## 724        No                11                 3                        2
## 725        No                13                 3                        4
## 726        No                12                 3                        4
## 727        No                15                 3                        2
## 728       Yes                17                 3                        4
## 729       Yes                18                 3                        2
## 730        No                14                 3                        3
## 731        No                21                 4                        3
## 732       Yes                18                 3                        1
## 733        No                12                 3                        1
## 734        No                12                 3                        4
## 735        No                13                 3                        3
## 736        No                14                 3                        2
## 737        No                11                 3                        1
## 738        No                17                 3                        4
## 739        No                16                 3                        2
## 740        No                14                 3                        4
## 741        No                18                 3                        4
## 742        No                21                 4                        3
## 743        No                17                 3                        1
## 744        No                13                 3                        3
## 745       Yes                22                 4                        2
## 746        No                14                 3                        2
## 747       Yes                15                 3                        4
## 748        No                20                 4                        3
## 749        No                13                 3                        2
## 750        No                14                 3                        1
## 751       Yes                14                 3                        2
## 752       Yes                11                 3                        1
## 753       Yes                15                 3                        3
## 754        No                21                 4                        3
## 755        No                12                 3                        1
## 756        No                14                 3                        3
## 757       Yes                25                 4                        4
## 758        No                14                 3                        2
## 759        No                19                 3                        4
## 760       Yes                16                 3                        1
## 761       Yes                20                 4                        3
## 762       Yes                11                 3                        3
## 763        No                13                 3                        1
## 764        No                12                 3                        1
## 765        No                19                 3                        3
## 766       Yes                14                 3                        1
## 767        No                13                 3                        3
## 768        No                15                 3                        3
## 769        No                11                 3                        3
## 770        No                13                 3                        4
## 771        No                14                 3                        3
## 772        No                25                 4                        3
## 773        No                25                 4                        4
## 774       Yes                17                 3                        1
## 775       Yes                14                 3                        3
## 776        No                18                 3                        4
## 777        No                21                 4                        1
## 778        No                12                 3                        3
## 779        No                20                 4                        3
## 780       Yes                14                 3                        2
## 781       Yes                22                 4                        4
## 782        No                11                 3                        1
## 783       Yes                11                 3                        3
## 784        No                12                 3                        1
## 785        No                11                 3                        4
## 786        No                11                 3                        3
## 787        No                11                 3                        4
## 788        No                15                 3                        1
## 789        No                12                 3                        2
## 790        No                18                 3                        4
## 791        No                25                 4                        1
## 792        No                15                 3                        4
## 793       Yes                19                 3                        4
## 794        No                13                 3                        2
## 795       Yes                15                 3                        1
## 796       Yes                11                 3                        1
## 797       Yes                14                 3                        2
## 798       Yes                17                 3                        3
## 799       Yes                25                 4                        2
## 800        No                20                 4                        1
## 801        No                19                 3                        1
## 802       Yes                13                 3                        3
## 803       Yes                14                 3                        4
## 804       Yes                22                 4                        1
## 805        No                12                 3                        3
## 806       Yes                13                 3                        4
## 807        No                11                 3                        2
## 808        No                24                 4                        1
## 809        No                12                 3                        2
## 810       Yes                16                 3                        4
## 811        No                11                 3                        3
## 812        No                11                 3                        2
## 813       Yes                12                 3                        4
## 814        No                11                 3                        3
## 815        No                19                 3                        4
## 816        No                13                 3                        2
## 817       Yes                24                 4                        2
## 818        No                11                 3                        4
## 819        No                13                 3                        4
## 820       Yes                11                 3                        4
## 821        No                17                 3                        4
## 822        No                14                 3                        4
## 823        No                21                 4                        4
## 824        No                12                 3                        3
## 825       Yes                12                 3                        2
## 826        No                17                 3                        4
## 827        No                13                 3                        1
## 828       Yes                12                 3                        4
## 829        No                14                 3                        2
## 830        No                11                 3                        3
## 831       Yes                15                 3                        3
## 832       Yes                19                 3                        4
## 833        No                12                 3                        3
## 834        No                25                 4                        3
## 835       Yes                15                 3                        4
## 836        No                13                 3                        4
## 837       Yes                15                 3                        4
## 838        No                12                 3                        4
## 839       Yes                12                 3                        3
## 840        No                12                 3                        4
## 841        No                13                 3                        3
## 842        No                13                 3                        1
## 843        No                22                 4                        3
## 844        No                11                 3                        4
## 845        No                12                 3                        1
## 846        No                12                 3                        4
## 847        No                14                 3                        4
## 848        No                17                 3                        1
## 849       Yes                12                 3                        1
## 850        No                18                 3                        1
## 851       Yes                11                 3                        3
## 852        No                13                 3                        1
## 853       Yes                12                 3                        4
## 854        No                19                 3                        3
## 855       Yes                11                 3                        4
## 856        No                13                 3                        1
## 857       Yes                11                 3                        3
## 858        No                24                 4                        1
## 859        No                21                 4                        4
## 860        No                11                 3                        4
## 861        No                14                 3                        2
## 862        No                14                 3                        4
## 863       Yes                13                 3                        2
## 864       Yes                12                 3                        4
## 865       Yes                18                 3                        4
## 866        No                11                 3                        3
## 867        No                18                 3                        1
## 868       Yes                17                 3                        3
## 869       Yes                19                 3                        3
## 870        No                11                 3                        4
## 871        No                17                 3                        4
## 872        No                13                 3                        4
## 873        No                20                 4                        3
## 874       Yes                13                 3                        3
## 875        No                14                 3                        3
## 876        No                20                 4                        3
## 877        No                15                 3                        2
## 878        No                13                 3                        4
## 879        No                19                 3                        2
## 880        No                12                 3                        1
## 881       Yes                14                 3                        4
## 882        No                17                 3                        2
## 883        No                15                 3                        4
## 884        No                16                 3                        4
## 885       Yes                17                 3                        1
## 886        No                12                 3                        4
## 887        No                13                 3                        4
## 888        No                14                 3                        2
## 889        No                16                 3                        3
## 890        No                18                 3                        1
## 891        No                13                 3                        3
## 892        No                22                 4                        3
## 893       Yes                19                 3                        4
## 894        No                14                 3                        4
## 895       Yes                18                 3                        2
## 896        No                14                 3                        4
## 897        No                19                 3                        2
## 898        No                11                 3                        3
## 899        No                16                 3                        3
## 900        No                17                 3                        1
## 901       Yes                14                 3                        3
## 902        No                14                 3                        4
## 903        No                18                 3                        4
## 904        No                16                 3                        2
## 905        No                13                 3                        1
## 906        No                15                 3                        3
## 907        No                14                 3                        4
## 908        No                12                 3                        3
## 909        No                15                 3                        1
## 910        No                12                 3                        3
## 911       Yes                20                 4                        2
## 912        No                18                 3                        3
## 913       Yes                14                 3                        3
## 914        No                12                 3                        4
## 915       Yes                20                 4                        2
## 916        No                15                 3                        4
## 917        No                13                 3                        4
## 918        No                14                 3                        1
## 919        No                14                 3                        1
## 920        No                13                 3                        3
## 921        No                11                 3                        1
## 922       Yes                11                 3                        3
## 923        No                12                 3                        2
## 924        No                11                 3                        3
## 925        No                14                 3                        3
## 926       Yes                14                 3                        3
## 927       Yes                13                 3                        3
## 928        No                15                 3                        3
## 929        No                11                 3                        1
## 930       Yes                24                 4                        3
## 931        No                14                 3                        4
## 932        No                14                 3                        4
## 933       Yes                15                 3                        1
## 934       Yes                12                 3                        2
## 935        No                25                 4                        2
## 936        No                15                 3                        3
## 937        No                18                 3                        3
## 938        No                13                 3                        1
## 939        No                13                 3                        3
## 940       Yes                16                 3                        4
## 941        No                19                 3                        3
## 942        No                25                 4                        2
## 943       Yes                11                 3                        2
## 944       Yes                22                 4                        3
## 945        No                13                 3                        2
## 946        No                11                 3                        2
## 947        No                11                 3                        3
## 948        No                16                 3                        4
## 949        No                12                 3                        3
## 950        No                13                 3                        2
## 951        No                13                 3                        1
## 952        No                11                 3                        4
## 953        No                16                 3                        1
## 954        No                11                 3                        4
## 955       Yes                19                 3                        4
## 956       Yes                11                 3                        2
## 957        No                11                 3                        3
## 958       Yes                18                 3                        4
## 959        No                24                 4                        3
## 960        No                17                 3                        3
## 961       Yes                19                 3                        2
## 962       Yes                15                 3                        4
## 963        No                11                 3                        3
## 964       Yes                19                 3                        1
## 965        No                15                 3                        3
## 966        No                18                 3                        4
## 967        No                20                 4                        3
## 968        No                25                 4                        4
## 969        No                14                 3                        4
## 970        No                12                 3                        3
## 971       Yes                18                 3                        3
## 972        No                22                 4                        3
## 973       Yes                15                 3                        2
## 974       Yes                16                 3                        4
## 975        No                18                 3                        3
## 976        No                12                 3                        2
## 977       Yes                13                 3                        4
## 978       Yes                11                 3                        4
## 979       Yes                22                 4                        4
## 980       Yes                12                 3                        3
## 981       Yes                18                 3                        3
## 982        No                13                 3                        4
## 983        No                13                 3                        3
## 984        No                18                 3                        1
## 985       Yes                13                 3                        3
## 986        No                18                 3                        3
## 987       Yes                21                 4                        1
## 988        No                22                 4                        4
## 989        No                11                 3                        3
## 990        No                13                 3                        3
## 991        No                15                 3                        1
## 992       Yes                14                 3                        3
## 993       Yes                16                 3                        3
## 994        No                17                 3                        3
## 995        No                16                 3                        4
## 996        No                14                 3                        3
## 997        No                11                 3                        3
## 998        No                15                 3                        2
## 999        No                11                 3                        3
## 1000       No                15                 3                        3
## 1001       No                11                 3                        4
## 1002       No                13                 3                        3
## 1003      Yes                12                 3                        4
## 1004      Yes                12                 3                        3
## 1005       No                14                 3                        4
## 1006       No                18                 3                        2
## 1007      Yes                17                 3                        1
## 1008       No                14                 3                        2
## 1009       No                19                 3                        4
## 1010       No                15                 3                        3
## 1011       No                18                 3                        3
## 1012       No                13                 3                        2
## 1013      Yes                15                 3                        4
## 1014       No                20                 4                        1
## 1015       No                12                 3                        1
## 1016       No                18                 3                        3
## 1017       No                19                 3                        1
## 1018       No                12                 3                        2
## 1019       No                21                 4                        4
## 1020       No                21                 4                        3
## 1021       No                13                 3                        3
## 1022       No                17                 3                        4
## 1023       No                22                 4                        4
## 1024       No                14                 3                        2
## 1025      Yes                20                 4                        4
## 1026       No                12                 3                        3
## 1027       No                20                 4                        3
## 1028      Yes                12                 3                        3
## 1029       No                14                 3                        4
## 1030      Yes                13                 3                        3
## 1031      Yes                16                 3                        2
## 1032       No                14                 3                        2
## 1033       No                11                 3                        3
## 1034      Yes                13                 3                        1
## 1035      Yes                13                 3                        2
## 1036       No                16                 3                        4
## 1037      Yes                24                 4                        1
## 1038      Yes                13                 3                        4
## 1039      Yes                11                 3                        3
## 1040       No                16                 3                        4
## 1041       No                13                 3                        3
## 1042       No                12                 3                        3
## 1043       No                19                 3                        1
## 1044       No                12                 3                        3
## 1045       No                11                 3                        2
## 1046       No                23                 4                        4
## 1047       No                16                 3                        2
## 1048       No                18                 3                        4
## 1049      Yes                12                 3                        1
## 1050      Yes                18                 3                        3
## 1051       No                14                 3                        1
## 1052       No                12                 3                        4
## 1053       No                15                 3                        4
## 1054       No                11                 3                        3
## 1055       No                11                 3                        3
## 1056       No                20                 4                        4
## 1057       No                11                 3                        3
## 1058       No                12                 3                        1
## 1059       No                17                 3                        1
## 1060       No                11                 3                        1
## 1061      Yes                12                 3                        2
## 1062       No                15                 3                        4
## 1063       No                11                 3                        4
## 1064       No                16                 3                        1
## 1065       No                11                 3                        3
## 1066       No                17                 3                        3
## 1067      Yes                15                 3                        3
## 1068       No                12                 3                        4
## 1069      Yes                11                 3                        2
## 1070       No                11                 3                        3
## 1071       No                17                 3                        2
## 1072       No                11                 3                        3
## 1073       No                14                 3                        3
## 1074      Yes                21                 4                        3
## 1075      Yes                20                 4                        4
## 1076      Yes                23                 4                        3
## 1077       No                16                 3                        4
## 1078       No                15                 3                        4
## 1079       No                12                 3                        2
## 1080       No                11                 3                        3
## 1081       No                22                 4                        3
## 1082       No                14                 3                        1
## 1083      Yes                12                 3                        4
## 1084       No                12                 3                        3
## 1085       No                16                 3                        2
## 1086      Yes                25                 4                        2
## 1087       No                18                 3                        1
## 1088      Yes                15                 3                        4
## 1089       No                12                 3                        3
## 1090       No                20                 4                        1
## 1091       No                13                 3                        3
## 1092       No                14                 3                        4
## 1093       No                11                 3                        4
## 1094       No                13                 3                        3
## 1095       No                22                 4                        1
## 1096      Yes                12                 3                        3
## 1097      Yes                11                 3                        2
## 1098      Yes                14                 3                        4
## 1099      Yes                22                 4                        3
## 1100       No                12                 3                        3
## 1101      Yes                12                 3                        4
## 1102      Yes                18                 3                        4
## 1103       No                14                 3                        4
## 1104       No                15                 3                        3
## 1105      Yes                11                 3                        3
## 1106       No                13                 3                        3
## 1107       No                11                 3                        4
## 1108       No                13                 3                        3
## 1109      Yes                14                 3                        3
## 1110       No                23                 4                        4
## 1111       No                12                 3                        4
## 1112       No                14                 3                        2
## 1113      Yes                11                 3                        4
## 1114      Yes                16                 3                        4
## 1115       No                11                 3                        1
## 1116      Yes                13                 3                        1
## 1117      Yes                13                 3                        3
## 1118      Yes                13                 3                        3
## 1119       No                11                 3                        1
## 1120      Yes                14                 3                        4
## 1121      Yes                20                 4                        2
## 1122       No                22                 4                        2
## 1123       No                15                 3                        2
## 1124       No                11                 3                        3
## 1125       No                12                 3                        4
## 1126       No                15                 3                        4
## 1127       No                17                 3                        4
## 1128      Yes                18                 3                        3
## 1129      Yes                12                 3                        2
## 1130       No                11                 3                        1
## 1131       No                13                 3                        4
## 1132      Yes                19                 3                        1
## 1133       No                11                 3                        4
## 1134       No                12                 3                        4
## 1135       No                18                 3                        4
## 1136       No                20                 4                        4
## 1137       No                15                 3                        3
## 1138       No                22                 4                        4
## 1139      Yes                23                 4                        2
## 1140      Yes                11                 3                        3
## 1141      Yes                20                 4                        1
## 1142      Yes                21                 4                        3
## 1143       No                19                 3                        2
## 1144       No                15                 3                        4
## 1145       No                12                 3                        3
## 1146       No                14                 3                        2
## 1147       No                12                 3                        2
## 1148       No                17                 3                        2
## 1149       No                13                 3                        3
## 1150       No                15                 3                        3
## 1151       No                12                 3                        1
## 1152       No                18                 3                        4
## 1153       No                11                 3                        2
## 1154       No                19                 3                        2
## 1155       No                11                 3                        1
## 1156      Yes                11                 3                        1
## 1157      Yes                13                 3                        3
## 1158      Yes                12                 3                        2
## 1159      Yes                22                 4                        4
## 1160       No                20                 4                        4
## 1161       No                12                 3                        4
## 1162      Yes                13                 3                        2
## 1163       No                12                 3                        2
## 1164       No                14                 3                        4
## 1165       No                21                 4                        1
## 1166       No                21                 4                        3
## 1167       No                16                 3                        1
## 1168       No                12                 3                        3
## 1169       No                11                 3                        3
## 1170      Yes                22                 4                        1
## 1171       No                20                 4                        3
## 1172       No                18                 3                        1
## 1173      Yes                17                 3                        3
## 1174       No                22                 4                        2
## 1175       No                11                 3                        1
## 1176       No                14                 3                        3
## 1177       No                13                 3                        1
## 1178       No                20                 4                        3
## 1179       No                25                 4                        3
## 1180       No                16                 3                        2
## 1181       No                11                 3                        1
## 1182       No                22                 4                        3
## 1183       No                14                 3                        1
## 1184       No                19                 3                        2
## 1185       No                19                 3                        2
## 1186      Yes                19                 3                        1
## 1187       No                17                 3                        4
## 1188       No                14                 3                        3
## 1189       No                22                 4                        4
## 1190       No                17                 3                        2
## 1191       No                13                 3                        3
## 1192       No                12                 3                        2
## 1193       No                16                 3                        4
## 1194      Yes                20                 4                        2
## 1195       No                14                 3                        2
## 1196       No                14                 3                        3
## 1197      Yes                20                 4                        3
## 1198      Yes                13                 3                        4
## 1199       No                12                 3                        4
## 1200       No                13                 3                        2
## 1201       No                12                 3                        4
## 1202       No                12                 3                        3
## 1203       No                14                 3                        3
## 1204       No                19                 3                        3
## 1205       No                13                 3                        2
## 1206       No                17                 3                        3
## 1207      Yes                13                 3                        3
## 1208       No                16                 3                        3
## 1209      Yes                13                 3                        3
## 1210       No                13                 3                        4
## 1211       No                14                 3                        2
## 1212      Yes                11                 3                        2
## 1213       No                17                 3                        4
## 1214       No                12                 3                        4
## 1215       No                14                 3                        2
## 1216       No                14                 3                        2
## 1217       No                25                 4                        3
## 1218       No                13                 3                        1
## 1219       No                22                 4                        2
## 1220      Yes                20                 4                        1
## 1221       No                14                 3                        1
## 1222       No                19                 3                        4
## 1223       No                14                 3                        2
## 1224       No                16                 3                        1
## 1225       No                25                 4                        3
## 1226      Yes                13                 3                        3
## 1227       No                15                 3                        3
## 1228       No                12                 3                        1
## 1229      Yes                13                 3                        2
## 1230       No                13                 3                        3
## 1231      Yes                14                 3                        3
## 1232       No                15                 3                        4
## 1233       No                16                 3                        3
## 1234      Yes                14                 3                        4
## 1235       No                19                 3                        2
## 1236      Yes                11                 3                        3
## 1237       No                16                 3                        3
## 1238       No                15                 3                        4
## 1239       No                13                 3                        1
## 1240       No                19                 3                        4
## 1241       No                14                 3                        2
## 1242       No                11                 3                        1
## 1243       No                11                 3                        4
## 1244       No                18                 3                        2
## 1245       No                12                 3                        1
## 1246       No                19                 3                        4
## 1247       No                13                 3                        2
## 1248       No                22                 4                        2
## 1249      Yes                11                 3                        2
## 1250      Yes                12                 3                        4
## 1251       No                22                 4                        2
## 1252       No                14                 3                        2
## 1253       No                15                 3                        1
## 1254      Yes                14                 3                        3
## 1255       No                15                 3                        3
## 1256       No                21                 4                        3
## 1257       No                11                 3                        1
## 1258       No                12                 3                        2
## 1259      Yes                16                 3                        4
## 1260      Yes                12                 3                        4
## 1261       No                19                 3                        1
## 1262       No                17                 3                        1
## 1263       No                15                 3                        3
## 1264       No                15                 3                        3
## 1265       No                11                 3                        3
## 1266      Yes                12                 3                        4
## 1267       No                14                 3                        2
## 1268       No                13                 3                        2
## 1269       No                22                 4                        3
## 1270      Yes                13                 3                        4
## 1271       No                14                 3                        1
## 1272      Yes                11                 3                        3
## 1273      Yes                11                 3                        3
## 1274       No                13                 3                        4
## 1275       No                15                 3                        2
## 1276      Yes                13                 3                        3
## 1277       No                13                 3                        4
## 1278       No                13                 3                        1
## 1279      Yes                20                 4                        2
## 1280       No                13                 3                        3
## 1281       No                23                 4                        1
## 1282      Yes                19                 3                        3
## 1283       No                15                 3                        2
## 1284       No                18                 3                        4
## 1285       No                13                 3                        1
## 1286      Yes                14                 3                        1
## 1287      Yes                11                 3                        2
## 1288       No                12                 3                        3
## 1289      Yes                13                 3                        3
## 1290      Yes                16                 3                        4
## 1291       No                11                 3                        3
## 1292       No                16                 3                        4
## 1293      Yes                19                 3                        4
## 1294       No                12                 3                        4
## 1295      Yes                13                 3                        2
## 1296       No                14                 3                        3
## 1297       No                17                 3                        2
## 1298       No                19                 3                        4
## 1299       No                13                 3                        2
## 1300      Yes                24                 4                        3
## 1301      Yes                22                 4                        4
## 1302       No                19                 3                        1
## 1303       No                13                 3                        3
## 1304       No                13                 3                        3
## 1305       No                12                 3                        4
## 1306      Yes                12                 3                        3
## 1307       No                19                 3                        1
## 1308       No                14                 3                        2
## 1309       No                18                 3                        2
## 1310      Yes                20                 4                        4
## 1311       No                11                 3                        2
## 1312       No                15                 3                        3
## 1313      Yes                11                 3                        4
## 1314       No                17                 3                        3
## 1315       No                15                 3                        3
## 1316       No                12                 3                        3
## 1317      Yes                11                 3                        3
## 1318       No                13                 3                        1
## 1319       No                12                 3                        3
## 1320       No                15                 3                        4
## 1321       No                19                 3                        2
## 1322       No                15                 3                        2
## 1323       No                14                 3                        2
## 1324       No                23                 4                        4
## 1325       No                13                 3                        2
## 1326       No                13                 3                        3
## 1327       No                12                 3                        4
## 1328      Yes                11                 3                        2
## 1329       No                14                 3                        1
## 1330       No                14                 3                        4
## 1331      Yes                13                 3                        1
## 1332       No                13                 3                        2
## 1333      Yes                16                 3                        2
## 1334      Yes                13                 3                        3
## 1335       No                11                 3                        3
## 1336      Yes                11                 3                        4
## 1337       No                23                 4                        2
## 1338       No                15                 3                        3
## 1339       No                21                 4                        3
## 1340       No                12                 3                        1
## 1341       No                11                 3                        2
## 1342      Yes                11                 3                        2
## 1343       No                19                 3                        3
## 1344      Yes                14                 3                        4
## 1345       No                14                 3                        3
## 1346       No                15                 3                        1
## 1347       No                11                 3                        1
## 1348       No                11                 3                        2
## 1349      Yes                13                 3                        4
## 1350      Yes                14                 3                        4
## 1351       No                16                 3                        2
## 1352       No                13                 3                        1
## 1353      Yes                14                 3                        4
## 1354       No                18                 3                        2
## 1355       No                13                 3                        3
## 1356       No                13                 3                        3
## 1357       No                19                 3                        3
## 1358      Yes                22                 4                        3
## 1359       No                13                 3                        3
## 1360       No                17                 3                        1
## 1361       No                24                 4                        1
## 1362       No                13                 3                        1
## 1363       No                23                 4                        3
## 1364      Yes                21                 4                        2
## 1365      Yes                13                 3                        4
## 1366       No                14                 3                        4
## 1367       No                14                 3                        2
## 1368       No                11                 3                        4
## 1369       No                14                 3                        1
## 1370       No                15                 3                        4
## 1371       No                14                 3                        2
## 1372       No                12                 3                        2
## 1373       No                17                 3                        4
## 1374       No                16                 3                        3
## 1375       No                16                 3                        3
## 1376       No                23                 4                        1
## 1377       No                11                 3                        4
## 1378       No                11                 3                        1
## 1379       No                12                 3                        4
## 1380       No                11                 3                        2
## 1381       No                14                 3                        4
## 1382       No                12                 3                        4
## 1383       No                19                 3                        1
## 1384       No                11                 3                        3
## 1385       No                21                 4                        2
## 1386      Yes                21                 4                        3
## 1387       No                19                 3                        3
## 1388      Yes                13                 3                        2
## 1389      Yes                12                 3                        3
## 1390      Yes                11                 3                        4
## 1391      Yes                14                 3                        1
## 1392       No                24                 4                        1
## 1393      Yes                14                 3                        3
## 1394       No                12                 3                        2
## 1395       No                12                 3                        4
## 1396       No                12                 3                        2
## 1397       No                14                 3                        1
## 1398       No                11                 3                        3
## 1399       No                13                 3                        3
## 1400       No                15                 3                        2
## 1401       No                14                 3                        2
## 1402       No                12                 3                        3
## 1403       No                18                 3                        4
## 1404      Yes                18                 3                        4
## 1405       No                18                 3                        3
## 1406       No                14                 3                        4
## 1407      Yes                14                 3                        4
## 1408       No                11                 3                        2
## 1409       No                14                 3                        4
## 1410       No                16                 3                        4
## 1411       No                12                 3                        4
## 1412      Yes                14                 3                        3
## 1413      Yes                12                 3                        4
## 1414      Yes                14                 3                        1
## 1415       No                23                 4                        2
## 1416       No                19                 3                        4
## 1417      Yes                12                 3                        4
## 1418       No                11                 3                        1
## 1419      Yes                13                 3                        4
## 1420      Yes                18                 3                        4
## 1421      Yes                13                 3                        2
## 1422       No                22                 4                        3
## 1423       No                21                 4                        2
## 1424       No                23                 4                        4
## 1425       No                17                 3                        4
## 1426       No                21                 4                        1
## 1427      Yes                16                 3                        4
## 1428       No                20                 4                        2
## 1429       No                19                 3                        2
## 1430       No                15                 3                        1
## 1431       No                12                 3                        1
## 1432      Yes                13                 3                        4
## 1433       No                13                 3                        2
## 1434       No                22                 4                        2
## 1435       No                22                 4                        1
## 1436       No                16                 3                        1
## 1437       No                20                 4                        2
## 1438       No                17                 3                        4
## 1439       No                12                 3                        3
## 1440       No                24                 4                        1
## 1441       No                21                 4                        2
## 1442       No                11                 3                        4
## 1443       No                14                 3                        2
## 1444       No                14                 3                        2
## 1445      Yes                11                 3                        3
## 1446       No                15                 3                        3
## 1447       No                12                 3                        1
## 1448       No                12                 3                        2
## 1449       No                15                 3                        1
## 1450       No                19                 3                        1
## 1451       No                11                 3                        4
## 1452       No                20                 4                        2
## 1453       No                12                 3                        4
## 1454      Yes                11                 3                        4
## 1455       No                14                 3                        3
## 1456       No                18                 3                        3
## 1457      Yes                19                 3                        3
## 1458      Yes                22                 4                        4
## 1459       No                13                 3                        3
## 1460       No                20                 4                        4
## 1461      Yes                11                 3                        3
## 1462      Yes                14                 3                        4
## 1463       No                13                 3                        2
## 1464       No                17                 3                        4
## 1465      Yes                14                 3                        1
## 1466       No                20                 4                        3
## 1467       No                20                 4                        4
## 1468       No                11                 3                        2
## 1469       No                12                 3                        3
## 1470      Yes                12                 3                        1
##      StandardHours StockOptionLevel TotalWorkingYears
## 1               80                1                 8
## 2               80                0                21
## 3               80                0                10
## 4               80                2                14
## 5               80                0                 6
## 6               80                2                 9
## 7               80                0                 7
## 8               80                3                 8
## 9               80                1                 1
## 10              80                1                 8
## 11              80                0                21
## 12              80                1                 3
## 13              80                0                17
## 14              80                1                 1
## 15              80                0                10
## 16              80                1                 9
## 17              80                1                 8
## 18              80                0                 7
## 19              80                3                 6
## 20              80                1                10
## 21              80                1                13
## 22              80                0                12
## 23              80                1                10
## 24              80                0                10
## 25              80                0                 6
## 26              80                1                26
## 27              80                1                10
## 28              80                0                 6
## 29              80                0                15
## 30              80                1                 5
## 31              80                3                 9
## 32              80                3                14
## 33              80                1                28
## 34              80                1                10
## 35              80                0                 8
## 36              80                0                 5
## 37              80                0                15
## 38              80                3                16
## 39              80                0                36
## 40              80                1                 3
## 41              80                1                37
## 42              80                0                 9
## 43              80                1                17
## 44              80                0                24
## 45              80                1                 1
## 46              80                0                12
## 47              80                0                10
## 48              80                2                 9
## 49              80                0                 0
## 50              80                1                 6
## 51              80                0                 8
## 52              80                1                32
## 53              80                1                10
## 54              80                0                 9
## 55              80                0                11
## 56              80                2                 5
## 57              80                0                 7
## 58              80                0                10
## 59              80                2                15
## 60              80                0                 1
## 61              80                1                16
## 62              80                0                10
## 63              80                1                 3
## 64              80                0                 0
## 65              80                1                 1
## 66              80                2                 7
## 67              80                0                17
## 68              80                0                 5
## 69              80                1                 5
## 70              80                0                17
## 71              80                1                12
## 72              80                0                 6
## 73              80                0                 8
## 74              80                1                 6
## 75              80                0                10
## 76              80                0                12
## 77              80                0                10
## 78              80                0                27
## 79              80                0                23
## 80              80                3                 1
## 81              80                0                15
## 82              80                1                17
## 83              80                1                10
## 84              80                2                13
## 85              80                0                18
## 86              80                0                30
## 87              80                0                20
## 88              80                1                 5
## 89              80                0                 9
## 90              80                0                22
## 91              80                1                 1
## 92              80                1                11
## 93              80                0                 7
## 94              80                0                10
## 95              80                0                21
## 96              80                0                20
## 97              80                1                23
## 98              80                1                17
## 99              80                3                 4
## 100             80                1                 7
## 101             80                0                 6
## 102             80                1                13
## 103             80                1                 6
## 104             80                1                 5
## 105             80                0                35
## 106             80                1                 8
## 107             80                1                10
## 108             80                1                35
## 109             80                1                13
## 110             80                0                 4
## 111             80                1                 3
## 112             80                1                26
## 113             80                0                18
## 114             80                1                16
## 115             80                3                15
## 116             80                0                10
## 117             80                0                 5
## 118             80                1                10
## 119             80                1                13
## 120             80                0                14
## 121             80                1                10
## 122             80                0                 2
## 123             80                1                18
## 124             80                0                 8
## 125             80                0                10
## 126             80                0                10
## 127             80                0                10
## 128             80                2                10
## 129             80                0                20
## 130             80                1                25
## 131             80                1                10
## 132             80                0                 8
## 133             80                3                 7
## 134             80                0                 7
## 135             80                1                 9
## 136             80                1                 8
## 137             80                1                 1
## 138             80                1                22
## 139             80                0                 8
## 140             80                0                12
## 141             80                1                33
## 142             80                2                 2
## 143             80                1                13
## 144             80                1                 7
## 145             80                3                15
## 146             80                1                 4
## 147             80                1                 8
## 148             80                1                 8
## 149             80                0                 6
## 150             80                1                 6
## 151             80                0                 9
## 152             80                0                10
## 153             80                1                13
## 154             80                0                11
## 155             80                2                 1
## 156             80                1                 4
## 157             80                1                15
## 158             80                3                21
## 159             80                1                18
## 160             80                0                20
## 161             80                2                10
## 162             80                0                10
## 163             80                0                 6
## 164             80                0                10
## 165             80                2                12
## 166             80                0                 2
## 167             80                2                27
## 168             80                1                10
## 169             80                2                18
## 170             80                1                11
## 171             80                1                10
## 172             80                1                16
## 173             80                0                28
## 174             80                2                10
## 175             80                1                22
## 176             80                0                 2
## 177             80                1                24
## 178             80                1                 6
## 179             80                0                 9
## 180             80                0                12
## 181             80                1                15
## 182             80                1                11
## 183             80                0                18
## 184             80                0                 9
## 185             80                1                 8
## 186             80                1                 5
## 187             80                2                 7
## 188             80                3                29
## 189             80                2                28
## 190             80                0                 5
## 191             80                2                11
## 192             80                2                 9
## 193             80                1                19
## 194             80                1                14
## 195             80                0                 5
## 196             80                0                 1
## 197             80                2                10
## 198             80                1                22
## 199             80                1                24
## 200             80                1                 1
## 201             80                0                22
## 202             80                2                10
## 203             80                1                14
## 204             80                0                10
## 205             80                1                 6
## 206             80                0                 8
## 207             80                0                 7
## 208             80                0                17
## 209             80                1                 8
## 210             80                1                12
## 211             80                1                21
## 212             80                0                21
## 213             80                0                 4
## 214             80                1                 8
## 215             80                0                 5
## 216             80                1                 8
## 217             80                1                18
## 218             80                1                24
## 219             80                0                 5
## 220             80                0                 8
## 221             80                0                 6
## 222             80                2                 5
## 223             80                1                 7
## 224             80                1                 1
## 225             80                2                10
## 226             80                0                12
## 227             80                1                 1
## 228             80                1                 4
## 229             80                1                 4
## 230             80                1                30
## 231             80                2                10
## 232             80                0                 2
## 233             80                0                25
## 234             80                1                16
## 235             80                2                25
## 236             80                0                17
## 237             80                0                24
## 238             80                1                 6
## 239             80                0                 6
## 240             80                3                19
## 241             80                1                10
## 242             80                0                22
## 243             80                1                 6
## 244             80                0                 6
## 245             80                1                10
## 246             80                3                 8
## 247             80                0                11
## 248             80                1                 3
## 249             80                2                12
## 250             80                1                22
## 251             80                3                 1
## 252             80                2                12
## 253             80                0                 1
## 254             80                0                 2
## 255             80                1                16
## 256             80                0                 7
## 257             80                1                 2
## 258             80                2                 8
## 259             80                3                 9
## 260             80                1                 7
## 261             80                0                 3
## 262             80                0                11
## 263             80                1                 8
## 264             80                1                 3
## 265             80                1                 6
## 266             80                1                 6
## 267             80                2                16
## 268             80                0                 1
## 269             80                3                 9
## 270             80                1                 7
## 271             80                2                10
## 272             80                1                11
## 273             80                1                 9
## 274             80                2                11
## 275             80                0                36
## 276             80                1                28
## 277             80                1                 2
## 278             80                0                 9
## 279             80                0                 6
## 280             80                0                 4
## 281             80                1                10
## 282             80                0                20
## 283             80                1                12
## 284             80                3                13
## 285             80                1                 7
## 286             80                1                15
## 287             80                0                 1
## 288             80                1                 3
## 289             80                1                10
## 290             80                1                 3
## 291             80                2                 8
## 292             80                1                11
## 293             80                0                 7
## 294             80                2                14
## 295             80                0                21
## 296             80                1                 5
## 297             80                0                10
## 298             80                0                 9
## 299             80                0                 4
## 300             80                0                 5
## 301             80                1                10
## 302             80                1                 9
## 303             80                1                 8
## 304             80                0                10
## 305             80                0                 7
## 306             80                0                 6
## 307             80                0                 8
## 308             80                3                 6
## 309             80                2                17
## 310             80                1                 4
## 311             80                1                 9
## 312             80                0                22
## 313             80                0                 7
## 314             80                0                10
## 315             80                0                10
## 316             80                0                 9
## 317             80                1                 6
## 318             80                0                 4
## 319             80                2                 8
## 320             80                0                 1
## 321             80                0                 5
## 322             80                1                10
## 323             80                1                10
## 324             80                3                19
## 325             80                1                21
## 326             80                0                 1
## 327             80                1                23
## 328             80                1                 9
## 329             80                1                20
## 330             80                1                21
## 331             80                0                23
## 332             80                0                14
## 333             80                3                 6
## 334             80                0                 9
## 335             80                1                30
## 336             80                0                14
## 337             80                1                 5
## 338             80                0                 7
## 339             80                0                 5
## 340             80                1                 1
## 341             80                1                 6
## 342             80                1                 2
## 343             80                1                 9
## 344             80                1                 1
## 345             80                3                 8
## 346             80                0                21
## 347             80                0                 5
## 348             80                1                 6
## 349             80                0                 6
## 350             80                0                30
## 351             80                1                18
## 352             80                1                10
## 353             80                1                16
## 354             80                0                 8
## 355             80                1                23
## 356             80                0                15
## 357             80                0                 5
## 358             80                0                 6
## 359             80                1                 9
## 360             80                1                16
## 361             80                1                34
## 362             80                0                 1
## 363             80                1                33
## 364             80                1                22
## 365             80                1                23
## 366             80                3                36
## 367             80                2                15
## 368             80                0                 9
## 369             80                1                 4
## 370             80                0                10
## 371             80                1                 4
## 372             80                0                10
## 373             80                1                24
## 374             80                1                 8
## 375             80                0                 2
## 376             80                0                32
## 377             80                0                18
## 378             80                2                14
## 379             80                1                 6
## 380             80                0                 7
## 381             80                1                21
## 382             80                1                 8
## 383             80                3                15
## 384             80                1                 3
## 385             80                3                18
## 386             80                1                15
## 387             80                0                10
## 388             80                2                 8
## 389             80                0                17
## 390             80                0                 3
## 391             80                1                 6
## 392             80                1                 5
## 393             80                1                 4
## 394             80                0                22
## 395             80                0                 8
## 396             80                1                 3
## 397             80                0                26
## 398             80                0                 2
## 399             80                1                13
## 400             80                0                16
## 401             80                0                11
## 402             80                1                11
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##      TrainingTimesLastYear WorkLifeBalance YearsAtCompany
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## 1313                 12                      11                    9
## 1314                  1                       0                    7
## 1315                  3                       0                    1
## 1316                  4                       0                    2
## 1317                  6                       7                    8
## 1318                  8                       0                    6
## 1319                  9                       7                    4
## 1320                  0                       0                    0
## 1321                  7                       3                    7
## 1322                  0                       0                    0
## 1323                  2                       2                    2
## 1324                 15                      14                    4
## 1325                  6                       7                    7
## 1326                  0                       1                    3
## 1327                  2                       1                    0
## 1328                  4                       1                    3
## 1329                  2                       2                    0
## 1330                  6                       3                    6
## 1331                  2                       1                    2
## 1332                  7                       1                    8
## 1333                  8                       0                    8
## 1334                  0                       1                    0
## 1335                  7                       0                    7
## 1336                  0                       1                    1
## 1337                  5                       1                    4
## 1338                  7                       7                    1
## 1339                  3                       2                    2
## 1340                  7                       1                    1
## 1341                  4                       1                    4
## 1342                  2                       0                    2
## 1343                  7                       3                    4
## 1344                 14                       4                   11
## 1345                  3                       1                    4
## 1346                  0                       0                    0
## 1347                  2                       1                    4
## 1348                  6                       8                    8
## 1349                  2                       7                    7
## 1350                  2                       2                    2
## 1351                  7                       1                    9
## 1352                  1                       1                    7
## 1353                  2                       0                    2
## 1354                  2                       2                    2
## 1355                  2                       1                    2
## 1356                  2                       0                    2
## 1357                  2                       2                    0
## 1358                 13                       1                    9
## 1359                  0                       4                    7
## 1360                  3                       0                    4
## 1361                  9                       2                    8
## 1362                  7                       7                    2
## 1363                 11                       4                    7
## 1364                  2                       0                    2
## 1365                  3                       1                    2
## 1366                  3                       0                    2
## 1367                  3                       0                    2
## 1368                  8                      11                   10
## 1369                  3                       0                    3
## 1370                  2                       2                    2
## 1371                  0                       0                    0
## 1372                 10                       3                   12
## 1373                  1                       2                    2
## 1374                  0                       1                    7
## 1375                  0                       0                    0
## 1376                 15                      15                    9
## 1377                 13                       4                    8
## 1378                  8                       0                    2
## 1379                  0                       7                    7
## 1380                  4                       0                    2
## 1381                  2                       2                    2
## 1382                  3                       1                    1
## 1383                  0                       1                    0
## 1384                  9                       6                    9
## 1385                  7                       1                    8
## 1386                 13                       1                   12
## 1387                  2                       0                    2
## 1388                  0                       0                    1
## 1389                  2                       0                    3
## 1390                  2                       4                    4
## 1391                  7                       1                    7
## 1392                 12                      11                   11
## 1393                  8                       0                    7
## 1394                  1                       1                    3
## 1395                  3                       1                    5
## 1396                  5                       4                    3
## 1397                  1                       0                    2
## 1398                  2                       1                    2
## 1399                  0                       0                    7
## 1400                  3                       0                    8
## 1401                  8                       9                    9
## 1402                  4                       1                    3
## 1403                  7                       7                    5
## 1404                  2                       0                    4
## 1405                  2                       0                    1
## 1406                  5                       1                    1
## 1407                  7                       6                    8
## 1408                  2                       0                    2
## 1409                  7                       0                    7
## 1410                  3                       0                    4
## 1411                 11                       2                    9
## 1412                  4                       0                    4
## 1413                  6                       7                    7
## 1414                  3                       1                    3
## 1415                 14                      12                   11
## 1416                  6                       7                    3
## 1417                  0                       0                    1
## 1418                  8                       7                    5
## 1419                  0                       0                    4
## 1420                  2                       0                    6
## 1421                  2                       2                    0
## 1422                  4                       2                    1
## 1423                  8                       8                    7
## 1424                  8                      11                    8
## 1425                  0                       0                    0
## 1426                  0                       0                    0
## 1427                  3                       1                    2
## 1428                  2                       1                    4
## 1429                 10                       0                    4
## 1430                  3                       1                    1
## 1431                  2                       2                    2
## 1432                  9                      15                    2
## 1433                  2                       2                    2
## 1434                  3                       3                    3
## 1435                  4                       0                    4
## 1436                  3                       1                    3
## 1437                  4                       0                    3
## 1438                  3                       1                    7
## 1439                 10                       5                   13
## 1440                 10                       6                   11
## 1441                  0                       7                    8
## 1442                  7                       4                    2
## 1443                 11                       4                    8
## 1444                  2                       0                    2
## 1445                  7                       0                    2
## 1446                  3                       0                    1
## 1447                  3                       1                    2
## 1448                  2                       2                    2
## 1449                  2                       1                    2
## 1450                 10                      10                    8
## 1451                  2                       0                    3
## 1452                  2                       0                    0
## 1453                  3                       0                    3
## 1454                  1                       0                    0
## 1455                 11                       5                   11
## 1456                  7                       1                    0
## 1457                  2                       0                    2
## 1458                  0                       0                    0
## 1459                  2                       2                    2
## 1460                  2                       0                    1
## 1461                  4                       0                    2
## 1462                  0                       0                    0
## 1463                  8                       3                   10
## 1464                  5                       1                    2
## 1465                  7                       1                    7
## 1466                  2                       2                    2
## 1467                 10                      11                    1
## 1468                  4                       4                    4
## 1469                  3                       0                    3
## 1470                  7                       1                    7
nrow(allData)
## [1] 1470

let’s do some feature engineering based on what is needed to improve the attrition prediction results (% attrition one way or another)

allData$BusinessTravelFrequently = "No"
allData$BusinessTravelFrequently[allData$BusinessTravel=="Travel_Frequently"] <- "Yes"
allData$BusinessTravelFrequently = as.factor(allData$BusinessTravelFrequently)


allData <- allData %>% mutate(LowEducation = case_when(
        Education > 4  ~ "No",
        Education <= 4  ~ "Yes"))
allData$LowEducation = as.factor(allData$LowEducation)
allData <- allData %>% mutate(LowEnvironmentalSatisfaction = case_when(
        EnvironmentSatisfaction > 3  ~ "No",
        EnvironmentSatisfaction <= 3  ~ "Yes"))
allData$LowEnvironmentalSatisfaction = as.factor(allData$LowEnvironmentalSatisfaction)
allData <- allData %>% mutate(LowJobLevel = case_when(
        JobLevel == 1  ~ "Yes",
        JobLevel > 1   ~ "No"))
allData$LowJobLevel = as.factor(allData$LowJobLevel)
allData <- allData %>% mutate(JobRoleSales = case_when(
        JobRole == "Sales Representative"  ~ "Yes",
        JobLevel != "Sales Representative"   ~ "No"))
allData$JobRoleSales = as.factor(allData$JobRoleSales)
allData <- allData %>% mutate(HighCompaniesWorked = case_when(
        NumCompaniesWorked > 5  ~ "Yes",
        Education <= 5  ~ "No"))
allData$HighCompaniesWorked = as.factor(allData$HighCompaniesWorked)
allData <- allData %>% mutate(LowWorkLifeBalance = case_when(
        WorkLifeBalance == 1  ~ "Yes",
        WorkLifeBalance > 1  ~ "No"))
allData$LowWorkLifeBalance = as.factor(allData$LowWorkLifeBalance)
allData <- allData %>% mutate(JobRoleMed = case_when(
        JobRole == "Human Resources"  ~ "Yes",
        JobRole == "Laboratory Technician"  ~ "Yes",
        JobRole == "Research Scientist"  ~ "Yes",
        JobRole == "Sales Executive"  ~ "Yes",
        TRUE ~ "No"))
allData$JobRoleMed = as.factor(allData$JobRoleMed)


str(allData)
## 'data.frame':    1470 obs. of  44 variables:
##  $ ID                          : int  1 2 3 4 5 6 7 8 9 10 ...
##  $ Age                         : int  32 40 35 32 24 27 41 37 34 34 ...
##  $ Attrition                   : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ BusinessTravel              : Factor w/ 3 levels "Non-Travel","Travel_Frequently",..: 3 3 2 3 2 2 3 3 3 2 ...
##  $ DailyRate                   : int  117 1308 200 801 567 294 1283 309 1333 653 ...
##  $ Department                  : Factor w/ 3 levels "Human Resources",..: 3 2 2 3 2 2 2 3 3 2 ...
##  $ DistanceFromHome            : int  13 14 18 1 2 10 5 10 10 10 ...
##  $ Education                   : int  4 3 2 4 1 2 5 4 4 4 ...
##  $ EducationField              : Factor w/ 6 levels "Human Resources",..: 2 4 2 3 6 2 4 2 2 6 ...
##  $ EmployeeCount               : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ EmployeeNumber              : int  859 1128 1412 2016 1646 733 1448 1105 1055 1597 ...
##  $ EnvironmentSatisfaction     : int  2 3 3 3 1 4 2 4 3 4 ...
##  $ Gender                      : Factor w/ 2 levels "Female","Male": 2 2 2 1 1 2 2 1 1 2 ...
##  $ HourlyRate                  : int  73 44 60 48 32 32 90 88 87 92 ...
##  $ JobInvolvement              : int  3 2 3 3 3 3 4 2 3 2 ...
##  $ JobLevel                    : int  2 5 3 3 1 3 1 2 1 2 ...
##  $ JobRole                     : Factor w/ 9 levels "Healthcare Representative",..: 8 6 5 8 7 5 7 8 9 1 ...
##  $ JobSatisfaction             : int  4 3 4 4 4 1 3 4 3 3 ...
##  $ MaritalStatus               : Factor w/ 3 levels "Divorced","Married",..: 1 3 3 2 3 1 2 1 2 2 ...
##  $ MonthlyIncome               : int  4403 19626 9362 10422 3760 8793 2127 6694 2220 5063 ...
##  $ MonthlyRate                 : int  9250 17544 19944 24032 17218 4809 5561 24223 18410 15332 ...
##  $ NumCompaniesWorked          : int  2 1 2 1 1 1 2 2 1 1 ...
##  $ Over18                      : Factor w/ 1 level "Y": 1 1 1 1 1 1 1 1 1 1 ...
##  $ OverTime                    : Factor w/ 2 levels "No","Yes": 1 1 1 1 2 1 2 2 2 1 ...
##  $ PercentSalaryHike           : int  11 14 11 19 13 21 12 14 19 14 ...
##  $ PerformanceRating           : int  3 3 3 3 3 4 3 3 3 3 ...
##  $ RelationshipSatisfaction    : int  3 1 3 3 3 3 1 3 4 2 ...
##  $ StandardHours               : int  80 80 80 80 80 80 80 80 80 80 ...
##  $ StockOptionLevel            : int  1 0 0 2 0 2 0 3 1 1 ...
##  $ TotalWorkingYears           : int  8 21 10 14 6 9 7 8 1 8 ...
##  $ TrainingTimesLastYear       : int  3 2 2 3 2 4 5 5 2 3 ...
##  $ WorkLifeBalance             : int  2 4 3 3 3 2 2 3 3 2 ...
##  $ YearsAtCompany              : int  5 20 2 14 6 9 4 1 1 8 ...
##  $ YearsInCurrentRole          : int  2 7 2 10 3 7 2 0 1 2 ...
##  $ YearsSinceLastPromotion     : int  0 4 2 5 1 1 0 0 0 7 ...
##  $ YearsWithCurrManager        : int  3 9 2 7 3 7 3 0 0 7 ...
##  $ BusinessTravelFrequently    : Factor w/ 2 levels "No","Yes": 1 1 2 1 2 2 1 1 1 2 ...
##  $ LowEducation                : Factor w/ 2 levels "No","Yes": 2 2 2 2 2 2 1 2 2 2 ...
##  $ LowEnvironmentalSatisfaction: Factor w/ 2 levels "No","Yes": 2 2 2 2 2 1 2 1 2 1 ...
##  $ LowJobLevel                 : Factor w/ 2 levels "No","Yes": 1 1 1 1 2 1 2 1 2 1 ...
##  $ JobRoleSales                : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 2 1 ...
##  $ HighCompaniesWorked         : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ LowWorkLifeBalance          : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ JobRoleMed                  : Factor w/ 2 levels "No","Yes": 2 1 1 2 2 1 2 2 1 1 ...

let’s fix some variables that are numeric but should be factors

allData$Education <- as.factor(allData$Education)
allData$EnvironmentSatisfaction <- as.factor(allData$EnvironmentSatisfaction)
allData$JobInvolvement <- as.factor(allData$JobInvolvement)
allData$JobLevel <- as.factor(allData$JobInvolvement)
allData$JobSatisfaction <- as.factor(allData$JobSatisfaction)
allData$PerformanceRating <- as.factor(allData$PerformanceRating)
allData$RelationshipSatisfaction <- as.factor(allData$RelationshipSatisfaction)
allData$StockOptionLevel <- as.factor(allData$StockOptionLevel)
allData$WorkLifeBalance <- as.factor(allData$WorkLifeBalance)

let’s check if our data looks reasonable and that we are not missing any fields?

we see that we are missing 300 attrition and 300 monthly income - that’s what we expect (we had separate DF’s of just those sizes)

There is NO missing data here, yay! One problem down.

there data looks good, Some comments:

Educaition is a number, but maybe should be a factor?

employee count is always 1? Useless

employee number is an identfier and we should not be using it for prediction probably? It could indicate how long the employee has been there but that should be covered elsewhere

Environmental satisfaction is also a numeric - could be a factor?

Other fields that could be factors - JobInvolvement, JobLevel, JobSatisfaction

what is the difference between monthlyIncome and MonthlyRate

WHat is numcompaniesWorked? Is this past employment? Either way it’s definitely numeric not a factor

What is stockOptionLevel?

What is “WOrkLifeBalance”? That’s really odd - how could they even measure that?!? OK…

I guess you could be in a different role, but not prompted

rather than use the original datasets as we got them, let’s take our data from the combined dataset, because that will sure all the columns are identifical

train  <- allData[(! is.na(allData$Attrition)) ,]
train <-  train[(! is.na(train$MonthlyIncome )), ]
nrow(train) 
## [1] 870
# back to our original 870
predictAttr = allData[ is.na(allData$Attrition ),]
nrow(predictAttr)
## [1] 300
predictMonthIncome = allData[ is.na(allData$MonthlyIncome),]
nrow(predictMonthIncome)
## [1] 300
trainAndAttrit =rbind.fill(train, predictAttr) 
trainAndMonthlyIncome = rbind.fill(train, predictMonthIncome)

for reference here are the columns:

1 - ID

2 - Age

3 - Attrition

4 - Business Travel

5 - DailyRate

6 - Department

7 - DistanceFromHome

8 - Education

9 - EducationField

10 - Employee Count

11 - EmployeeNumber

12 - EnvironmentSatisfaction

13 - Gender

14 - Hourly Rate

15 - JobInvolvement

16 - JobLevel

17 - Job ROle

18 - Job Satisfcation

19 - Marital Status

20 - MonthlyIncome

21 - MonthlyRate

22 NumCompaniesWorked

23 - Over18

24 - overTime

25 - PercentSalaryHike

26 - PerformanceRating

27 - RelationSatisfaction

28 - standardHours

29 - StockOptionlevel

30 - TotalWorkingYears

31 - TrainingTimesLastYear

32 - WorkLifeBalance

33 - YEarsAtCompany

34 - YearsInCurrentRole

35 - YearsSinceLastPromotion

36 - YearsWithCurrManager -

All of these fields look reasonable to use except :

1 - ID, 3 - Attrition (cant use the field to predict itself), 10 - Employee Count (it’s always 1 so why bother),

11 - EmployeeNumber should be a random # - it could have some usefulness or it could lead us astray so let’s try without

also the variables 23 - Over18 is always the same value…

and the variable 28 - StandardHours also has the same value always

# create a list of the fields we want to use taking out the ones we dont
goodToPredictAttr = c(2,3,4,5,6,7,8,9,10,12,13,14,15,16,17,18,19,20,21,22,24,25,26,27,29,30,31,32,33,34,35)
attrField = c(3)

head(train[goodToPredictAttr])
##   Age Attrition    BusinessTravel DailyRate             Department
## 1  32        No     Travel_Rarely       117                  Sales
## 2  40        No     Travel_Rarely      1308 Research & Development
## 3  35        No Travel_Frequently       200 Research & Development
## 4  32        No     Travel_Rarely       801                  Sales
## 5  24        No Travel_Frequently       567 Research & Development
## 6  27        No Travel_Frequently       294 Research & Development
##   DistanceFromHome Education   EducationField EmployeeCount
## 1               13         4    Life Sciences             1
## 2               14         3          Medical             1
## 3               18         2    Life Sciences             1
## 4                1         4        Marketing             1
## 5                2         1 Technical Degree             1
## 6               10         2    Life Sciences             1
##   EnvironmentSatisfaction Gender HourlyRate JobInvolvement JobLevel
## 1                       2   Male         73              3        3
## 2                       3   Male         44              2        2
## 3                       3   Male         60              3        3
## 4                       3 Female         48              3        3
## 5                       1 Female         32              3        3
## 6                       4   Male         32              3        3
##                  JobRole JobSatisfaction MaritalStatus MonthlyIncome
## 1        Sales Executive               4      Divorced          4403
## 2      Research Director               3        Single         19626
## 3 Manufacturing Director               4        Single          9362
## 4        Sales Executive               4       Married         10422
## 5     Research Scientist               4        Single          3760
## 6 Manufacturing Director               1      Divorced          8793
##   MonthlyRate NumCompaniesWorked OverTime PercentSalaryHike
## 1        9250                  2       No                11
## 2       17544                  1       No                14
## 3       19944                  2       No                11
## 4       24032                  1       No                19
## 5       17218                  1      Yes                13
## 6        4809                  1       No                21
##   PerformanceRating RelationshipSatisfaction StockOptionLevel
## 1                 3                        3                1
## 2                 3                        1                0
## 3                 3                        3                0
## 4                 3                        3                2
## 5                 3                        3                0
## 6                 4                        3                2
##   TotalWorkingYears TrainingTimesLastYear WorkLifeBalance YearsAtCompany
## 1                 8                     3               2              5
## 2                21                     2               4             20
## 3                10                     2               3              2
## 4                14                     3               3             14
## 5                 6                     2               3              6
## 6                 9                     4               2              9
##   YearsInCurrentRole YearsSinceLastPromotion
## 1                  2                       0
## 2                  7                       4
## 3                  2                       2
## 4                 10                       5
## 5                  3                       1
## 6                  7                       1

lets check the correlation of our variables

This shows correlation between:

HIGH - MothlyIncome + TotalWorkingYears, age + TotalWorkingYears, Joblevel + TotalWorkingYears, PercentSalaryHike + PerformanceRating, YearsAtCompany + YearsAtCurrentRole, YearsAtCompany + YearsWithCurrManager

MED - Age + JobLevel, JobLevel + YearsAtCompany , Monthly Income with TraingTimeLastYear, YearsAtCompany, YearsInCurrentRole, YearsSinceLastPromotion, YearsWithCurrManager

suppressMessages(library(corrplot))

dataHasMonthlyIncome <- allData %>% filter(!is.na(allData$MonthlyIncome))

numVars <- sapply(dataHasMonthlyIncome, is.numeric)
correlationMatrix <- cor(dataHasMonthlyIncome[,numVars])
## Warning in cor(dataHasMonthlyIncome[, numVars]): the standard deviation is
## zero
# same thing but now with p value

corrplot(correlationMatrix,main='\nCorrelation Plot with P Values', type="upper", 
         sig.level = 0.05, tl.cex = 0.75, number.cex=1)

numVars
##                           ID                          Age 
##                         TRUE                         TRUE 
##                    Attrition               BusinessTravel 
##                        FALSE                        FALSE 
##                    DailyRate                   Department 
##                         TRUE                        FALSE 
##             DistanceFromHome                    Education 
##                         TRUE                        FALSE 
##               EducationField                EmployeeCount 
##                        FALSE                         TRUE 
##               EmployeeNumber      EnvironmentSatisfaction 
##                         TRUE                        FALSE 
##                       Gender                   HourlyRate 
##                        FALSE                         TRUE 
##               JobInvolvement                     JobLevel 
##                        FALSE                        FALSE 
##                      JobRole              JobSatisfaction 
##                        FALSE                        FALSE 
##                MaritalStatus                MonthlyIncome 
##                        FALSE                         TRUE 
##                  MonthlyRate           NumCompaniesWorked 
##                         TRUE                         TRUE 
##                       Over18                     OverTime 
##                        FALSE                        FALSE 
##            PercentSalaryHike            PerformanceRating 
##                         TRUE                        FALSE 
##     RelationshipSatisfaction                StandardHours 
##                        FALSE                         TRUE 
##             StockOptionLevel            TotalWorkingYears 
##                        FALSE                         TRUE 
##        TrainingTimesLastYear              WorkLifeBalance 
##                         TRUE                        FALSE 
##               YearsAtCompany           YearsInCurrentRole 
##                         TRUE                         TRUE 
##      YearsSinceLastPromotion         YearsWithCurrManager 
##                         TRUE                         TRUE 
##     BusinessTravelFrequently                 LowEducation 
##                        FALSE                        FALSE 
## LowEnvironmentalSatisfaction                  LowJobLevel 
##                        FALSE                        FALSE 
##                 JobRoleSales          HighCompaniesWorked 
##                        FALSE                        FALSE 
##           LowWorkLifeBalance                   JobRoleMed 
##                        FALSE                        FALSE
ageAndYearCars = c("Age", "MonthlyIncome","TotalWorkingYears", "YearsAtCompany", "YearsInCurrentRole", "YearsSinceLastPromotion", "YearsWithCurrManager")
correlationMatrixSomeNumeric <- cor(dataHasMonthlyIncome[,ageAndYearCars])
# same thing but now with p value

corrplot(correlationMatrixSomeNumeric,main='\nCorrelation Plot with P Values', type="upper", 
         sig.level = 0.05, tl.cex = 0.75, number.cex=1)

Do some exploratory data analysis for the relationship between the various variables and the attrition

very significant columns : Department (especially sales has higher),

somewhat significant columns

library(ggthemes)
ggplot(data=train, aes(train$Attrition)) + 
  geom_bar(aes(y = (..count..)/sum(..count..))) + ylab("percent") + theme_economist() + ggtitle("Histogram of Attrition") + xlab("Attrition") 

ggplot(data=train, aes(x="", y = Attrition, fill=train$Attrition)) + 
  geom_bar(stat="identity", width=1, positions = position_fill()) + 
   coord_polar("y", start=0) +
  ylab("percent") + theme_economist() + ggtitle("Histogram of Busines Travel") + xlab("Busines Travel") + scale_fill_discrete(name = "Attrition:") + facet_wrap(train$BusinessTravel)
## Warning: Ignoring unknown parameters: positions

ggplot(data=train, aes(x=train$DailyRate, fill=train$Attrition)) + 
  geom_histogram(bins=50) + theme_economist() + ggtitle("Histogram of Daily Rate") + xlab("Daily Rate") + geom_density(alpha=.3) + scale_fill_discrete(name = "Attrition:")

ggplot(data=train, aes(train$Department, fill=train$Attrition)) + 
  geom_bar(aes(y = (..count..)/sum(..count..)), position="dodge") + ylab("percent") + theme_economist() + ggtitle("Histogram of Department") + xlab("Department") + scale_fill_discrete(name = "Attrition:")

ggplot(data=train, aes(train$Education, fill=train$Attrition)) + 
  geom_bar(aes(y = (..count..)/sum(..count..)), position="dodge") + ylab("percent") + theme_economist() + ggtitle("Histogram of Education") + xlab("Education") + scale_fill_discrete(name = "Attrition:")

lets make a nicer chart of just attrition

library(plotly)
## 
## Attaching package: 'plotly'
## The following objects are masked from 'package:plyr':
## 
##     arrange, mutate, rename, summarise
## The following object is masked from 'package:reshape':
## 
##     rename
## The following object is masked from 'package:MASS':
## 
##     select
## The following object is masked from 'package:ggplot2':
## 
##     last_plot
## The following object is masked from 'package:stats':
## 
##     filter
## The following object is masked from 'package:graphics':
## 
##     layout
attritGrouped  <-  trainAndMonthlyIncome %>% group_by(Attrition) %>% tally() %>%
  mutate(percent=round(prop.table(n),2) * 100) %>% 
  ggplot(aes(x=Attrition, y=percent)) + geom_bar(stat="identity") + 
geom_text(aes(x=Attrition, y=0.1, label= sprintf("%.2f%%", percent)),
            hjust=0.5, vjust=-3, size=4, 
            colour="white", fontface="bold") + theme_bw() + labs(x="Employee Attrition", y="Percentage", title="Employee Attrition Percentage") +
  theme_economist() 
attritGrouped

attritGrouped  <-  trainAndMonthlyIncome %>% group_by(Attrition) %>% tally()
bp<- ggplot(attritGrouped, aes(x="", y=n, fill=Attrition))+
geom_bar(width = 1, stat = "identity")
pie <- bp + coord_polar("y", start=0) 
pie

try to get a nice percentage facet wrap

library(dplyr)
library(datasets)
library(ggplot2)
data(mtcars)
head(mtcars)
##                    mpg cyl disp  hp drat    wt  qsec vs am gear carb
## Mazda RX4         21.0   6  160 110 3.90 2.620 16.46  0  1    4    4
## Mazda RX4 Wag     21.0   6  160 110 3.90 2.875 17.02  0  1    4    4
## Datsun 710        22.8   4  108  93 3.85 2.320 18.61  1  1    4    1
## Hornet 4 Drive    21.4   6  258 110 3.08 3.215 19.44  1  0    3    1
## Hornet Sportabout 18.7   8  360 175 3.15 3.440 17.02  0  0    3    2
## Valiant           18.1   6  225 105 2.76 3.460 20.22  1  0    3    1
# creating a dataframe
df <- dplyr::group_by(mtcars, .dots = c('cyl', 'am')) %>%
  dplyr::summarize(counts = n()) %>%
  dplyr::mutate(perc = (counts / sum(counts)) * 100) %>%
  dplyr::arrange(desc(perc))

# preparing the plot
ggplot2::ggplot(df, aes('', counts)) +
  geom_col(
    position = 'fill',
    color = 'black',
    width = 1,
    aes(fill = factor(am))
  ) +
  facet_wrap(~cyl, labeller = "label_both") +
  geom_label(
    aes(label = paste0(round(perc), "%"), group = factor(am)),
    position = position_fill(vjust = 0.5),
    color = 'black',
    size = 5,
    show.legend = FALSE
  ) +
  coord_polar(theta = "y")

# use fuction to show percentages

ShowPieChart <- function(columnBy, columnToShow, titleName)
{
  df <- dplyr::group_by(train, .dots = c(columnBy, columnToShow)) %>%
    dplyr::summarize(counts = n()) %>%
    dplyr::mutate(perc = (counts / sum(counts)) * 100) %>%
    dplyr::arrange_(.dots=c(columnBy, columnToShow))
  
  
  # preparing the plot
  ggplot2::ggplot(df, aes('', counts)) +
    geom_col(
      position = 'fill',
      color = 'black',
      width = 1,
      aes(fill = Attrition)
    ) +
    ggtitle(titleName) +
    facet_wrap(paste("~",columnBy), labeller = "label_both") +
    geom_label(
      aes(label = paste0(round(perc), "%"), group = "Attrition"),
      position = position_fill(vjust = 0.5),
      color = 'black',
      size = 5,
      show.legend = FALSE
    ) + scale_fill_discrete(name = "Attrition:") +
    coord_polar(theta = "y")
}

ShowPieChart("BusinessTravel", "Attrition", "Attrition by Business Travel")
## Warning: arrange_() is deprecated. 
## Please use arrange() instead
## 
## The 'programming' vignette or the tidyeval book can help you
## to program with arrange() : https://tidyeval.tidyverse.org
## This warning is displayed once per session.

ShowPieChart("Department", "Attrition", "Attrition by Department")

ShowPieChart("Education", "Attrition", "Attrition by Education")

ShowPieChart("EducationField", "Attrition", "Attrition by Education Field")

ShowPieChart("EnvironmentSatisfaction", "Attrition", "Attrition by Environmental Satisfaction")

ShowPieChart("Gender", "Attrition", "Attrition by Gender")

ShowPieChart("JobLevel", "Attrition", "Attrition by Job Level" )

ShowPieChart("JobRole", "Attrition", "Attrition by Job Role")

ShowPieChart("JobSatisfaction", "Attrition", "Attrition by Job Satisfaction")

ShowPieChart("MaritalStatus", "Attrition", "Attrition by Marital Status")

ShowPieChart("NumCompaniesWorked", "Attrition", "Attrition by Number of COmpanies WOrked")

ShowPieChart("OverTime", "Attrition", "Attritio by Overtime")

ShowPieChart("PerformanceRating", "Attrition", "Attrition by Performance Rating")

ShowPieChart("RelationshipSatisfaction", "Attrition", "Attrition by Relationship Satisfaction")

ShowPieChart("StockOptionLevel", "Attrition", "Attrition by Stock Option Level")

ShowPieChart("WorkLifeBalance", "Attrition", "Attritio by Work Life Balance")

This is a quick but not as pretty review of the continuous variables by Attrition

NiceBoxPlot <- function(columnBy, columnToShow, columnByDesc, columnToShowDesc)
{


ggplot(train, aes(x=train[,columnBy], y=train[,columnToShow])) + geom_boxplot() +
    stat_summary(fun.y=mean, geom="point", shape=5, size=4) +
  ggtitle(paste(columnByDesc, "by",columnToShowDesc)) + xlab("Attrition") + ylab(columnToShowDesc) +
  theme_economist()

}

NiceBoxPlot("Attrition", "DistanceFromHome", "Attrition", "Distance from Home")

NiceBoxPlot("Attrition", "HourlyRate", "Attrition", "Hourly Rate")

NiceBoxPlot("Attrition", "MonthlyIncome", "Attrition", "Monthly Income")

NiceBoxPlot("Attrition", "MonthlyRate", "Attrition", "Monthly Rate")

NiceBoxPlot("Attrition", "NumCompaniesWorked", "Attrition", "Number of Companies Worked")

NiceBoxPlot("Attrition", "PercentSalaryHike", "Attrition", "Percent Salary Hike")

NiceBoxPlot("Attrition", "TotalWorkingYears", "Attrition", "Total Working Years")

NiceBoxPlot("Attrition", "TrainingTimesLastYear", "Attrition", "Training Times Last Year")

NiceBoxPlot("Attrition", "YearsAtCompany", "Attrition", "Years at Company")

NiceBoxPlot("Attrition", "YearsInCurrentRole", "Attrition", "Years in Current Role")

NiceBoxPlot("Attrition", "YearsSinceLastPromotion", "Attrition", "Years since Last Promotion")

NiceBoxPlot("Attrition", "YearsWithCurrManager", "Attrition", "Years with Current Manager")

let’s do further analysis to better understand what could be causing

# look at job role + job level

p<-ggplot(data=trainAndMonthlyIncome, aes(x=JobRole,y = "", fill=Attrition)) +
  geom_bar(stat="identity") + facet_grid(JobLevel ~ .) + xlab("Job Level") + ylab("Job Role") + ggtitle("Attrition by Job level and Job Role")
p

# this scales better if saved to a file
ggsave("AttritionByJobLevelJobRole.jpg", plot = p, width = 12, height = 12, units = "in")

# maybe use dodge to make this smaller?
p = ggplot(trainAndMonthlyIncome, aes(JobRole, fill = Attrition)) +
  geom_bar(position = "dodge2") + facet_grid(JobLevel ~ .) + 
  ggtitle("Attrition by Job Level and Job Role") + xlab("Job Role") + ylab("Count by Job Level") 
p

ggsave("AttritionByJobLevelJobRoleDodge.jpg", plot = p, width = 15, height = 8, units = "in") 


p = ggplot(trainAndMonthlyIncome, aes(JobRole, fill = Attrition)) +
  geom_bar(position = "dodge2") + facet_grid(OverTime ~ .) + 
  ggtitle("Attrition by Overtime and Job Role") + xlab("Job Role") + ylab("Count by Overtime") 
p

ggsave("AttritionByOvertimeJobRoleDodge.jpg", plot = p, width = 15, height = 8, units = "in") 


p = ggplot(trainAndMonthlyIncome, aes(JobRole, fill = Attrition)) +
  geom_bar(position = "dodge2") + facet_grid(JobSatisfaction ~ .) + 
  ggtitle("Attrition by Job Satisfaction and Job Role") + xlab("Job Satisfaction") + ylab("Count by Overtime") 
p

ggsave("AttritionByJobSatisfactionJobRoleDodge.jpg", plot = p, width = 15, height = 8, units = "in") 


# stock option level by job role

p = ggplot(trainAndMonthlyIncome, aes(JobRole, fill = Attrition)) +
  geom_bar(position = "dodge2") + facet_grid(StockOptionLevel ~ .) + 
  ggtitle("Attrition by Stock Option Level and Job Role") + xlab("Job Role") + ylab("Count by Stock Option Level") 
p

ggsave("AttritionBystockOptionLevelJobRoleDodge.jpg", plot = p, width = 15, height = 8, units = "in") 

Let’s start off with Naive Bayes and predict attrition

This very basic model with absolutely nothing changed gives us 85% accuracy, 90% sensitivity and 61% specificity.

But we dont know from this what our accuracy is on the validation data set, and 61% is awfully close to 60. Would be nice to increase this higher

suppressMessages(library(e1071))
suppressMessages(library(caret))


modelBayes = naiveBayes(Attrition~.,data = train[goodToPredictAttr])
#model
result = predict(modelBayes,train[goodToPredictAttr])

# result is our predictions, but we have values on the original, let's compare to those

CM = confusionMatrix(table(result,train$Attrition), positive="Yes")
CM
## Confusion Matrix and Statistics
## 
##       
## result  No Yes
##    No  670  54
##    Yes  60  86
##                                           
##                Accuracy : 0.869           
##                  95% CI : (0.8447, 0.8907)
##     No Information Rate : 0.8391          
##     P-Value [Acc > NIR] : 0.00809         
##                                           
##                   Kappa : 0.523           
##                                           
##  Mcnemar's Test P-Value : 0.63958         
##                                           
##             Sensitivity : 0.61429         
##             Specificity : 0.91781         
##          Pos Pred Value : 0.58904         
##          Neg Pred Value : 0.92541         
##              Prevalence : 0.16092         
##          Detection Rate : 0.09885         
##    Detection Prevalence : 0.16782         
##       Balanced Accuracy : 0.76605         
##                                           
##        'Positive' Class : Yes             
## 
str(result)
##  Factor w/ 2 levels "No","Yes": 1 1 1 1 2 1 1 1 2 1 ...
length(result)
## [1] 870

confusion matrix for naive bayes

# and print out a nice confusion matrix

draw_confusion_matrix <- function(cmtrx) {

total <- sum(cmtrx$table)

res <- as.numeric(cmtrx$table)

# Generate color gradients. Palettes come from RColorBrewer.

greenPalette <- c("#F7FCF5","#E5F5E0","#C7E9C0","#A1D99B","#74C476","#41AB5D","#238B45","#006D2C","#00441B")

redPalette <- c("#FFF5F0","#FEE0D2","#FCBBA1","#FC9272","#FB6A4A","#EF3B2C","#CB181D","#A50F15","#67000D")

getColor <- function (greenOrRed = "green", amount = 0) {

if (amount == 0)

return("#FFFFFF")

palette <- greenPalette

if (greenOrRed == "red")

palette <- redPalette

colorRampPalette(palette)(100)[10 + ceiling(90 * amount / total)]

}

# set the basic layout

layout(matrix(c(1,1,2)))

par(mar=c(2,2,2,2))

plot(c(100, 345), c(300, 450), type = "n", xlab="", ylab="", xaxt='n', yaxt='n')

title('CONFUSION MATRIX - Training Data', cex.main=2)

# create the matrix

classes = colnames(cmtrx$table)

rect(150, 430, 240, 370, col=getColor("green", res[1]))

text(195, 435, classes[1], cex=1.2)

rect(250, 430, 340, 370, col=getColor("red", res[3]))

text(295, 435, classes[2], cex=1.2)

text(125, 370, 'Predicted', cex=1.3, srt=90, font=2)

text(245, 450, 'Actual', cex=1.3, font=2)

rect(150, 305, 240, 365, col=getColor("red", res[2]))

rect(250, 305, 340, 365, col=getColor("green", res[4]))

text(140, 400, classes[1], cex=1.2, srt=90)

text(140, 335, classes[2], cex=1.2, srt=90)

# add in the cmtrx results

text(195, 400, res[1], cex=1.6, font=2, col='white')

text(195, 335, res[2], cex=1.6, font=2, col='white')

text(295, 400, res[3], cex=1.6, font=2, col='white')

text(295, 335, res[4], cex=1.6, font=2, col='white')

# add in the specifics

plot(c(100, 0), c(100, 0), type = "n", xlab="", ylab="", main = "DETAILS", xaxt='n', yaxt='n')

text(10, 85, names(cmtrx$byClass[1]), cex=1.2, font=2)

text(10, 70, round(as.numeric(cmtrx$byClass[1]), 3), cex=1.2)

text(30, 85, names(cmtrx$byClass[2]), cex=1.2, font=2)

text(30, 70, round(as.numeric(cmtrx$byClass[2]), 3), cex=1.2)

text(50, 85, names(cmtrx$byClass[5]), cex=1.2, font=2)

text(50, 70, round(as.numeric(cmtrx$byClass[5]), 3), cex=1.2)

text(70, 85, names(cmtrx$byClass[6]), cex=1.2, font=2)

text(70, 70, round(as.numeric(cmtrx$byClass[6]), 3), cex=1.2)

text(90, 85, names(cmtrx$byClass[7]), cex=1.2, font=2)

text(90, 70, round(as.numeric(cmtrx$byClass[7]), 3), cex=1.2)

# add in the accuracy information

text(30, 35, names(cmtrx$overall[1]), cex=1.5, font=2)

text(30, 20, round(as.numeric(cmtrx$overall[1]), 3), cex=1.4)

text(70, 35, names(cmtrx$overall[2]), cex=1.5, font=2)

text(70, 20, round(as.numeric(cmtrx$overall[2]), 3), cex=1.4)

}



draw_confusion_matrix(CM)

# the prior test we created the confusion matrix based on the training data. Let’s so a test/train split and assess

set.seed(1)
splitPerc = .7
iterations = 50
masterAcc = matrix(nrow = iterations, ncol = 1)
masterSpec = matrix(nrow = iterations, ncol = 1)
masterSens = matrix(nrow = iterations, ncol = 1)

  
for(j in 1:iterations)
{
  trainIndices = sample(1:dim(train)[1],round(splitPerc * nrow(train)))
  trainData = train[trainIndices,]
  testData = train[-trainIndices,]
  modelBayes = naiveBayes(Attrition~.,data = trainData[goodToPredictAttr])
  
  predictAttrBayes = predict(modelBayes, testData)

  CM = confusionMatrix(table(predictAttrBayes, as.factor(testData$Attrition)),positive="Yes")
  masterAcc[j,1] = CM$overall[1]
  masterSens[j,1] = CM$byClass[1][[1]] # sensitivity
  masterSpec[j,1] = CM$byClass[2][[1]] # specificity
}

MeanAcc = colMeans(masterAcc)
MeanAcc
## [1] 0.8449808
MeanSens = colMeans(masterSens)
MeanSens
## [1] 0.5359252
MeanSpec = colMeans(masterSpec)
MeanSpec
## [1] 0.9057158

What we really want to do though, is use a single variable for each category for these category variables. This page refers to this as creatig a “Contrast Matrix”

http://www.sthda.com/english/articles/40-regression-analysis/163-regression-with-categorical-variables-dummy-coding-essentials-in-r/

first some attempts at doing many comparisons at once. These work OK, but ultimately are not very high production values

numVars <- sapply(allData, is.numeric)
head(train)
##   ID Age Attrition    BusinessTravel DailyRate             Department
## 1  1  32        No     Travel_Rarely       117                  Sales
## 2  2  40        No     Travel_Rarely      1308 Research & Development
## 3  3  35        No Travel_Frequently       200 Research & Development
## 4  4  32        No     Travel_Rarely       801                  Sales
## 5  5  24        No Travel_Frequently       567 Research & Development
## 6  6  27        No Travel_Frequently       294 Research & Development
##   DistanceFromHome Education   EducationField EmployeeCount EmployeeNumber
## 1               13         4    Life Sciences             1            859
## 2               14         3          Medical             1           1128
## 3               18         2    Life Sciences             1           1412
## 4                1         4        Marketing             1           2016
## 5                2         1 Technical Degree             1           1646
## 6               10         2    Life Sciences             1            733
##   EnvironmentSatisfaction Gender HourlyRate JobInvolvement JobLevel
## 1                       2   Male         73              3        3
## 2                       3   Male         44              2        2
## 3                       3   Male         60              3        3
## 4                       3 Female         48              3        3
## 5                       1 Female         32              3        3
## 6                       4   Male         32              3        3
##                  JobRole JobSatisfaction MaritalStatus MonthlyIncome
## 1        Sales Executive               4      Divorced          4403
## 2      Research Director               3        Single         19626
## 3 Manufacturing Director               4        Single          9362
## 4        Sales Executive               4       Married         10422
## 5     Research Scientist               4        Single          3760
## 6 Manufacturing Director               1      Divorced          8793
##   MonthlyRate NumCompaniesWorked Over18 OverTime PercentSalaryHike
## 1        9250                  2      Y       No                11
## 2       17544                  1      Y       No                14
## 3       19944                  2      Y       No                11
## 4       24032                  1      Y       No                19
## 5       17218                  1      Y      Yes                13
## 6        4809                  1      Y       No                21
##   PerformanceRating RelationshipSatisfaction StandardHours
## 1                 3                        3            80
## 2                 3                        1            80
## 3                 3                        3            80
## 4                 3                        3            80
## 5                 3                        3            80
## 6                 4                        3            80
##   StockOptionLevel TotalWorkingYears TrainingTimesLastYear WorkLifeBalance
## 1                1                 8                     3               2
## 2                0                21                     2               4
## 3                0                10                     2               3
## 4                2                14                     3               3
## 5                0                 6                     2               3
## 6                2                 9                     4               2
##   YearsAtCompany YearsInCurrentRole YearsSinceLastPromotion
## 1              5                  2                       0
## 2             20                  7                       4
## 3              2                  2                       2
## 4             14                 10                       5
## 5              6                  3                       1
## 6              9                  7                       1
##   YearsWithCurrManager BusinessTravelFrequently LowEducation
## 1                    3                       No          Yes
## 2                    9                       No          Yes
## 3                    2                      Yes          Yes
## 4                    7                       No          Yes
## 5                    3                      Yes          Yes
## 6                    7                      Yes          Yes
##   LowEnvironmentalSatisfaction LowJobLevel JobRoleSales
## 1                          Yes          No           No
## 2                          Yes          No           No
## 3                          Yes          No           No
## 4                          Yes          No           No
## 5                          Yes         Yes           No
## 6                           No          No           No
##   HighCompaniesWorked LowWorkLifeBalance JobRoleMed
## 1                  No                 No        Yes
## 2                  No                 No         No
## 3                  No                 No         No
## 4                  No                 No        Yes
## 5                  No                 No        Yes
## 6                  No                 No         No
caret::featurePlot(x = train[,c(2,5,7)], y = train$MonthlyIncome, plot="pairs", auto.key = list(columns=3))

# this is interesting but it's just too small and hard to modify the labels
suppressMessages(library(tidyr))
suppressMessages(library(dplyr))

notNumeric <- function(x)
{
    ! is.numeric(x)
}


select_if(train,is.numeric) %>%
  gather(-MonthlyIncome, key = "var", value = "value") %>% 
  ggplot(aes(x = value, y = MonthlyIncome)) +
    geom_point() +
    facet_wrap(~ var, scales = "free") +
    theme_economist()

analysis at a field by field level

# business travel
suppressMessages(library(ggplot2))
suppressMessages(library(ggthemes))

fill <- "#4271AE"
line <- "#1F3552"

ggplot(data=trainAndAttrit, aes(trainAndAttrit$MonthlyIncome)) + 
  geom_histogram() + theme_economist() + ggtitle("Histogram of Monthly Income") + xlab("Monthly Income")
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

paste("Mean monthly income is:",mean(trainAndAttrit$MonthlyIncome))
## [1] "Mean monthly income is: 6573.11965811966"
ggplot(trainAndAttrit, aes(x=Age, y=MonthlyIncome), xlab="Age", ylab="Monthly Income") + ggtitle("Age vs Monthly Income") + geom_point() + geom_smooth(method=loess) + theme_economist()

ggplot(trainAndAttrit, aes(x = BusinessTravel, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Business Travel") +
        ggtitle("Boxplot of Business Travel") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x=DailyRate, y=MonthlyIncome), xlab="Daily Rate", ylab="Monthly Income") + ggtitle("Monthly Income vs Daily Rate") + geom_point() + geom_smooth(method=loess) + theme_economist()

ggplot(trainAndAttrit, aes(x = Department, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Department") +
        ggtitle("Boxplot of Department") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x=DistanceFromHome, y=MonthlyIncome), xlab="Distance From Home", ylab="Monthly Income") + ggtitle("Monthly Income vs Distance From Home") + geom_point() + geom_smooth(method=loess) + theme_economist()

ggplot(trainAndAttrit, aes(x = EducationField, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Eduction Field") +
        ggtitle("Boxplot Monthly Income by  Eduction Field") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x = Education, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Eduction") +
        ggtitle("Boxplot Monthly Income by  Education") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x = EnvironmentSatisfaction, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Environmental Satisfaction") +
        ggtitle("Boxplot Monthly Income by Environmental Satisfaction") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x = Gender, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Gender") +
        ggtitle("Boxplot Monthly Income by Gender") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x=HourlyRate, y=MonthlyIncome), xlab="Hourly Rate", ylab="Monthly Income") + ggtitle("Monthly Income vs Hourly Rate") + geom_point() + geom_smooth(method=loess) + theme_economist()

ggplot(trainAndAttrit, aes(x = JobInvolvement, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Job Involvement") +
        ggtitle("Boxplot Monthly Income by Job Involvement") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x = JobLevel, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Job Level") +
        ggtitle("Boxplot Monthly Income by Job Level") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x = JobSatisfaction, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Job Satisfaction") +
        ggtitle("Boxplot Monthly Income by Job Satisfaction") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x = MaritalStatus, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Marital Status") +
        ggtitle("Boxplot Monthly Income by Marital Status") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x=MonthlyRate, y=MonthlyIncome), xlab="Monthly Rate", ylab="Monthly Income") + ggtitle("Monthly Income vs Monthly Rate") + geom_point() + geom_smooth(method=loess) + theme_economist()

ggplot(trainAndAttrit, aes(x=NumCompaniesWorked, y=MonthlyIncome), xlab="Number of Companies Worked", ylab="Monthly Income") + ggtitle("Monthly Income vs Number of Companies Worked") + geom_point() + geom_smooth(method=loess) + theme_economist()

ggplot(trainAndAttrit, aes(x = OverTime, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Overtime") +
        ggtitle("Boxplot Monthly Income by overtime") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x=PercentSalaryHike, y=MonthlyIncome), xlab="Percentage Salary Hike", ylab="Monthly Income") + ggtitle("Monthly Income vs Percentage Salary Hike") + geom_point() + geom_smooth(method=loess) + theme_economist()

ggplot(trainAndAttrit, aes(x = PerformanceRating, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Performance Rating") +
        ggtitle("Boxplot Monthly Income by Performance Rating") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x = RelationshipSatisfaction, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Relationship Satisfaction") +
        ggtitle("Boxplot Monthly Income by Relationship Satisfaction") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x = StockOptionLevel, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Stock Option Level") +
        ggtitle("Boxplot Monthly Income by Stock Level") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x=TotalWorkingYears, y=MonthlyIncome), xlab="Total Working Years", ylab="Monthly Income") + ggtitle("Monthly Income vs Total Working Years") + geom_point() + geom_smooth(method=loess) + theme_economist()

ggplot(trainAndAttrit, aes(x=TrainingTimesLastYear, y=MonthlyIncome), xlab="Training Times Last Year", ylab="Monthly Income") + ggtitle("Monthly Income vs Training Times Last Year") + geom_point() + geom_smooth(method=loess) + theme_economist()
## Warning in simpleLoess(y, x, w, span, degree = degree, parametric =
## parametric, : pseudoinverse used at 2
## Warning in simpleLoess(y, x, w, span, degree = degree, parametric =
## parametric, : neighborhood radius 1
## Warning in simpleLoess(y, x, w, span, degree = degree, parametric =
## parametric, : reciprocal condition number 0
## Warning in simpleLoess(y, x, w, span, degree = degree, parametric =
## parametric, : There are other near singularities as well. 1
## Warning in predLoess(object$y, object$x, newx = if
## (is.null(newdata)) object$x else if (is.data.frame(newdata))
## as.matrix(model.frame(delete.response(terms(object)), : pseudoinverse used
## at 2
## Warning in predLoess(object$y, object$x, newx = if
## (is.null(newdata)) object$x else if (is.data.frame(newdata))
## as.matrix(model.frame(delete.response(terms(object)), : neighborhood radius
## 1
## Warning in predLoess(object$y, object$x, newx = if
## (is.null(newdata)) object$x else if (is.data.frame(newdata))
## as.matrix(model.frame(delete.response(terms(object)), : reciprocal
## condition number 0
## Warning in predLoess(object$y, object$x, newx = if
## (is.null(newdata)) object$x else if (is.data.frame(newdata))
## as.matrix(model.frame(delete.response(terms(object)), : There are other
## near singularities as well. 1

ggplot(trainAndAttrit, aes(x = WorkLifeBalance, y = MonthlyIncome)) +
        geom_boxplot() +
        scale_y_continuous(name = "Monthly Income") +
        scale_x_discrete(name = "Work Life Balance") +
        ggtitle("Boxplot Monthly Income by Work Life Balance") +
        theme_economist() 

ggplot(trainAndAttrit, aes(x=YearsAtCompany, y=MonthlyIncome), xlab="Years at Company", ylab="Monthly Income") + ggtitle("Monthly Income vs Years at Company") + geom_point() + geom_smooth(method=loess) + theme_economist()

ggplot(trainAndAttrit, aes(x=YearsInCurrentRole, y=MonthlyIncome), xlab="Years in Current Role", ylab="Monthly Income") + ggtitle("Monthly Income vs Years in Current Role") + geom_point() + geom_smooth(method=loess) + theme_economist()

ggplot(trainAndAttrit, aes(x=YearsSinceLastPromotion, y=MonthlyIncome), xlab="Years since Last Promotion", ylab="Monthly Income") + ggtitle("Monthly Income vs Years since Last Promotion") + geom_point() + geom_smooth(method=loess) + theme_economist()

ggplot(trainAndAttrit, aes(x=YearsWithCurrManager, y=MonthlyIncome), xlab="Years with Current Manager", ylab="Monthly Income") + ggtitle("Monthly Income vs Years with Current Manager") + geom_point() + geom_smooth(method=loess) + theme_economist()

# let's check correlation between all these year variables

ageRelated = c(2, 20,30, 33, 34, 35, 36)
pairs(train[,ageRelated], pch=19)

ggplot(trainAndAttrit, aes(x=NumCompaniesWorked, y=TotalWorkingYears), xlab="Number of COmpanies Worked", ylab="Total Working Years") + ggtitle("Number of Companies Worked vs Total Working Years") + xlab("Number of Companies Worked") + ylab("Total Working Years") + geom_point() + geom_smooth(method=loess) + theme_economist()

## analysis results: #### Overall the most correlated fields are : Department, Education, NumCompaniesWorked, StockOptionLevel, TotalWorkingYears, YearsAtCompany (strongly correlated with TotalWorkingYears), YearsInCurrentRole (strongly correlated with TotalWorkingYears), YearsSinceLastPromotion(strongly correlated with TotalWorkingYears), YearsWithCurrentManager( stringly correlated with TotalWorkingYears), Age ( strongly correlated with all the Year field as well. It could be that age is a better choice vs TotalWorkingYears) #### Other considerations : Gender, Marital Status, PercentageSalaryHike (non-linear), PerformanceRating, RelationshipSatisfaction(low), WorkLifeBalance(1 is different) #### not sure what mothlyrate field indicates. It has a non-linear relationship with MonthlyIncome, and it does not appear overly strong # it’s intereting the NumCompaniesWorked does not correlate more with TotalWorkingYears. It does for employees with < 2.5 companies. But after that it’s pretty flat!

linear model

minimum goal is to get RMSE < 3000 on both the training and the validation set

After much trial and error with combinations

# Function that returns Root Mean Squared Error
rmse <- function(error)
{
    sqrt(mean(error^2))
}

## since this model does NOT use the attrition field, let's include the data for the employees where we are trying to determine attrition too
trainAndAttrit =rbind.fill(train, predictAttr) 


# linear model (after trying many combinations and ruling out variables that failed to improve RMSE and/or had high P values)
linearMod <- lm(trainAndAttrit$MonthlyIncome~Age + JobRole + Department + PerformanceRating + WorkLifeBalance + YearsAtCompany, data=trainAndAttrit)
# 
summary(linearMod)
## 
## Call:
## lm(formula = trainAndAttrit$MonthlyIncome ~ Age + JobRole + Department + 
##     PerformanceRating + WorkLifeBalance + YearsAtCompany, data = trainAndAttrit)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -6000.7 -1225.8  -154.8   998.7  6609.7 
## 
## Coefficients:
##                                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                       4536.962    752.437   6.030 2.21e-09 ***
## Age                                 59.730      6.663   8.964  < 2e-16 ***
## JobRoleHuman Resources           -3889.820    729.640  -5.331 1.17e-07 ***
## JobRoleLaboratory Technician     -3739.670    224.833 -16.633  < 2e-16 ***
## JobRoleManager                    8513.764    355.195  23.969  < 2e-16 ***
## JobRoleManufacturing Director      -58.057    247.519  -0.235   0.8146    
## JobRoleResearch Director          8017.147    287.928  27.844  < 2e-16 ***
## JobRoleResearch Scientist        -3757.595    220.849 -17.014  < 2e-16 ***
## JobRoleSales Executive            -332.455    492.103  -0.676   0.4994    
## JobRoleSales Representative      -3796.217    537.467  -7.063 2.81e-12 ***
## DepartmentResearch & Development  -541.770    631.147  -0.858   0.3909    
## DepartmentSales                   -625.344    645.685  -0.968   0.3330    
## PerformanceRating4                -273.536    150.438  -1.818   0.0693 .  
## WorkLifeBalance2                   510.874    260.756   1.959   0.0503 .  
## WorkLifeBalance3                   463.758    245.145   1.892   0.0588 .  
## WorkLifeBalance4                   144.179    286.823   0.503   0.6153    
## YearsAtCompany                     105.031      9.674  10.857  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1841 on 1153 degrees of freedom
## Multiple R-squared:  0.8547, Adjusted R-squared:  0.8526 
## F-statistic: 423.7 on 16 and 1153 DF,  p-value: < 2.2e-16
# now use it to predict the salary


predictMonthlyIncomeResults = predict(linearMod, trainAndAttrit, inverval="predict")

error <- trainAndAttrit$MonthlyIncome - predictMonthlyIncomeResults
rmse = rmse(error)
rmse
## [1] 1827.259

Use the model to predict with our validation data.

Then take the output of the prior linear regression based approach to predicting the monthlyIncome and write out to seperate files, one file by ID and another file by employee number

#predictMonthIncome

predictMonthlyIncomeResultsValidation = predict(linearMod, predictMonthIncome, inverval="predict")

# create a separate dataset with attrition filled in to avoid future confusion
predictMonthlyIncomeFilledIn = predictMonthIncome
# use the predicted values


predictMonthlyIncomeFilledIn$MonthlyIncome = predictMonthlyIncomeResultsValidation
predictMonthlyIncomeWithID = predictMonthlyIncomeFilledIn[, c("ID", "MonthlyIncome")]


write.csv(predictMonthlyIncomeWithID, file="Case2PredictionsPaugh Salary.csv", row.names=FALSE)
predictMonthlyIncomeWithEmployeeNumber = predictMonthlyIncomeFilledIn[, c("EmployeeNumber", "MonthlyIncome")]
write.csv(predictMonthlyIncomeWithEmployeeNumber, file="Case2PredictionsByENMonthlyIncome.csv", row.names=FALSE)

this shows using the linear model with a separate train and test dataset and gives an idea of the resulting confusion matrix results

# Function that returns Root Mean Squared Error
rmse <- function(error)
{
    sqrt(mean(error^2))
}

## since this model does NOT use the attrition field, let's include the data for the employees where we are trying to determine attrition too



set.seed(1)
splitPerc = .7
iterations = 500
masterRMSE = matrix(nrow = iterations, 1)

  
for(j in 1:iterations)
{
  trainIndices = sample(1:dim(trainAndAttrit)[1],round(splitPerc * nrow(trainAndAttrit)))
  trainData = trainAndAttrit[trainIndices,]
  testData = trainAndAttrit[-trainIndices,]


  # linear model (after trying many combinations and ruling out variables that failed to improve RMSE and/or had high P values)
  linearMod <- lm(trainData$MonthlyIncome~Age + JobRole + Department + PerformanceRating + WorkLifeBalance + YearsAtCompany, data=trainData)
  # 
  summary(linearMod)
  # now use it to predict the salary
  
  
  predictMonthlyIncomeResults = predict(linearMod, testData, inverval="predict")
  
  error <- testData$MonthlyIncome - predictMonthlyIncomeResults
  masterRMSE[j,1] = rmse(error)
}

meanRMSE = colMeans(masterRMSE)
meanRMSE
## [1] 1868.258

let’s try using MASS to automatically find a model for us

This produces very similar results to manually searching for a model. And gets almost the exact same RMSE as the manually

created model above.

# Function that returns Root Mean Squared Error
rmse <- function(error)
{
    sqrt(mean(error^2))
}

# remove attrition - tried it initially WITH attrition and the train dataset and it does not use attrition, so removing it here is reasonable
includeForAuto = c(2,4,5,6,7,8,9,12, 13,14,15,16,17,18,19,20,21,22,24,25,26,27,28,29.30,31,32,33,34,35,36)

suppressMessages(library(MASS))
# Fit the full model 
full.model <- lm(MonthlyIncome ~., data = trainAndAttrit[,includeForAuto])
# Stepwise regression model
step.model <- stepAIC(full.model, direction = "both", trace = FALSE)
summary(step.model)
## 
## Call:
## lm(formula = MonthlyIncome ~ Age + BusinessTravel + DailyRate + 
##     Gender + JobInvolvement + JobRole + NumCompaniesWorked + 
##     OverTime + PerformanceRating + WorkLifeBalance + YearsAtCompany + 
##     YearsSinceLastPromotion + YearsWithCurrManager, data = trainAndAttrit[, 
##     includeForAuto])
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -5511.3 -1210.5  -164.2  1031.4  6865.5 
## 
## Coefficients:
##                                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                      3634.5236   481.2996   7.551 8.77e-14 ***
## Age                                50.1541     6.9048   7.264 6.95e-13 ***
## BusinessTravelTravel_Frequently   531.8727   204.9612   2.595  0.00958 ** 
## BusinessTravelTravel_Rarely       367.7609   174.1457   2.112  0.03492 *  
## DailyRate                           0.2244     0.1329   1.688  0.09171 .  
## GenderMale                        170.3765   109.4411   1.557  0.11980    
## JobInvolvement2                  -176.7260   246.1358  -0.718  0.47290    
## JobInvolvement3                  -404.8020   233.8240  -1.731  0.08368 .  
## JobInvolvement4                  -476.3376   281.0979  -1.695  0.09043 .  
## JobRoleHuman Resources          -3286.7355   358.8907  -9.158  < 2e-16 ***
## JobRoleLaboratory Technician    -3697.3846   222.2179 -16.639  < 2e-16 ***
## JobRoleManager                   8555.3943   280.6907  30.480  < 2e-16 ***
## JobRoleManufacturing Director      27.1115   244.8113   0.111  0.91184    
## JobRoleResearch Director         8073.1012   284.8015  28.346  < 2e-16 ***
## JobRoleResearch Scientist       -3715.7878   217.8012 -17.060  < 2e-16 ***
## JobRoleSales Executive           -372.4237   211.6003  -1.760  0.07867 .  
## JobRoleSales Representative     -3839.9453   299.9984 -12.800  < 2e-16 ***
## NumCompaniesWorked                 91.9624    23.4026   3.930 9.02e-05 ***
## OverTimeYes                       167.4848   117.7383   1.423  0.15515    
## PerformanceRating4               -248.5127   148.2576  -1.676  0.09397 .  
## WorkLifeBalance2                  548.6257   257.1397   2.134  0.03309 *  
## WorkLifeBalance3                  522.5860   241.6950   2.162  0.03081 *  
## WorkLifeBalance4                  136.4339   282.5710   0.483  0.62931    
## YearsAtCompany                    120.7798    15.8885   7.602 6.07e-14 ***
## YearsSinceLastPromotion            58.1667    21.0402   2.765  0.00579 ** 
## YearsWithCurrManager              -52.5718    23.5779  -2.230  0.02596 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1811 on 1144 degrees of freedom
## Multiple R-squared:  0.8604, Adjusted R-squared:  0.8573 
## F-statistic: 281.9 on 25 and 1144 DF,  p-value: < 2.2e-16
predictMonthlyIncomeResultsAIC = predict(linearMod, trainAndAttrit, inverval="predict")

error <- trainAndAttrit$MonthlyIncome - predictMonthlyIncomeResultsAIC
rmse = rmse(error)
rmse
## [1] 1831.646

let’s try a random forest for predicting attrition

This generates an RMSE

library(randomForest)
suppressMessages(library(e1071))
suppressMessages(library(caret))


rmse <- function(error)
{
    sqrt(mean(error^2))
}

set.seed(71)
includeForRF = c(2,3,4,5,6,7,8,9,12, 13,14,15,16,17,18,19,20,21,22,24,25,26,27,28,29.30,31,32,33,34,35,36)

rfModel <- randomForest(Attrition ~ ., data=train[,includeForRF], ntree=500, importance=TRUE,
                        proximity=TRUE)

summary(rfModel)
##                 Length Class  Mode     
## call                 6 -none- call     
## type                 1 -none- character
## predicted          870 factor numeric  
## err.rate          1500 -none- numeric  
## confusion            6 -none- numeric  
## votes             1740 matrix numeric  
## oob.times          870 -none- numeric  
## classes              2 -none- character
## importance         120 -none- numeric  
## importanceSD        90 -none- numeric  
## localImportance      0 -none- NULL     
## proximity       756900 -none- numeric  
## ntree                1 -none- numeric  
## mtry                 1 -none- numeric  
## forest              14 -none- list     
## y                  870 factor numeric  
## test                 0 -none- NULL     
## inbag                0 -none- NULL     
## terms                3 terms  call
predictAttritionRF = predict(rfModel, train)


CM = confusionMatrix(table(predictAttritionRF,train$Attrition),positive="Yes")
CM
## Confusion Matrix and Statistics
## 
##                   
## predictAttritionRF  No Yes
##                No  730   0
##                Yes   0 140
##                                      
##                Accuracy : 1          
##                  95% CI : (0.9958, 1)
##     No Information Rate : 0.8391     
##     P-Value [Acc > NIR] : < 2.2e-16  
##                                      
##                   Kappa : 1          
##                                      
##  Mcnemar's Test P-Value : NA         
##                                      
##             Sensitivity : 1.0000     
##             Specificity : 1.0000     
##          Pos Pred Value : 1.0000     
##          Neg Pred Value : 1.0000     
##              Prevalence : 0.1609     
##          Detection Rate : 0.1609     
##    Detection Prevalence : 0.1609     
##       Balanced Accuracy : 1.0000     
##                                      
##        'Positive' Class : Yes        
## 

Show Random Forest Confusion Matrix

# write out the naive bayes results



draw_confusion_matrix <- function(cmtrx) {

total <- sum(cmtrx$table)

res <- as.numeric(cmtrx$table)

# Generate color gradients. Palettes come from RColorBrewer.

greenPalette <- c("#F7FCF5","#E5F5E0","#C7E9C0","#A1D99B","#74C476","#41AB5D","#238B45","#006D2C","#00441B")

redPalette <- c("#FFF5F0","#FEE0D2","#FCBBA1","#FC9272","#FB6A4A","#EF3B2C","#CB181D","#A50F15","#67000D")

getColor <- function (greenOrRed = "green", amount = 0) {

if (amount == 0)

return("#FFFFFF")

palette <- greenPalette

if (greenOrRed == "red")

palette <- redPalette

colorRampPalette(palette)(100)[10 + ceiling(90 * amount / total)]

}

# set the basic layout

layout(matrix(c(1,1,2)))

par(mar=c(2,2,2,2))

plot(c(100, 345), c(300, 450), type = "n", xlab="", ylab="", xaxt='n', yaxt='n')

title('CONFUSION MATRIX - Training Data', cex.main=2)

# create the matrix

classes = colnames(cmtrx$table)

rect(150, 430, 240, 370, col=getColor("green", res[1]))

text(195, 435, classes[1], cex=1.2)

rect(250, 430, 340, 370, col=getColor("red", res[3]))

text(295, 435, classes[2], cex=1.2)

text(125, 370, 'Predicted', cex=1.3, srt=90, font=2)

text(245, 450, 'Actual', cex=1.3, font=2)

rect(150, 305, 240, 365, col=getColor("red", res[2]))

rect(250, 305, 340, 365, col=getColor("green", res[4]))

text(140, 400, classes[1], cex=1.2, srt=90)

text(140, 335, classes[2], cex=1.2, srt=90)

# add in the cmtrx results

text(195, 400, res[1], cex=1.6, font=2, col='white')

text(195, 335, res[2], cex=1.6, font=2, col='white')

text(295, 400, res[3], cex=1.6, font=2, col='white')

text(295, 335, res[4], cex=1.6, font=2, col='white')

# add in the specifics

plot(c(100, 0), c(100, 0), type = "n", xlab="", ylab="", main = "DETAILS", xaxt='n', yaxt='n')

text(10, 85, names(cmtrx$byClass[1]), cex=1.2, font=2)

text(10, 70, round(as.numeric(cmtrx$byClass[1]), 3), cex=1.2)

text(30, 85, names(cmtrx$byClass[2]), cex=1.2, font=2)

text(30, 70, round(as.numeric(cmtrx$byClass[2]), 3), cex=1.2)

text(50, 85, names(cmtrx$byClass[5]), cex=1.2, font=2)

text(50, 70, round(as.numeric(cmtrx$byClass[5]), 3), cex=1.2)

text(70, 85, names(cmtrx$byClass[6]), cex=1.2, font=2)

text(70, 70, round(as.numeric(cmtrx$byClass[6]), 3), cex=1.2)

text(90, 85, names(cmtrx$byClass[7]), cex=1.2, font=2)

text(90, 70, round(as.numeric(cmtrx$byClass[7]), 3), cex=1.2)

# add in the accuracy information

text(30, 35, names(cmtrx$overall[1]), cex=1.5, font=2)

text(30, 20, round(as.numeric(cmtrx$overall[1]), 3), cex=1.4)

text(70, 35, names(cmtrx$overall[2]), cex=1.5, font=2)

text(70, 20, round(as.numeric(cmtrx$overall[2]), 3), cex=1.4)

}



draw_confusion_matrix(CM)

#let’s try using randem forest for attrition, but this time let’s try varying the # of trees to see what effect this has. ## The results show that the # of trees really doesn’t change things

set.seed(1)
splitPerc = .7
iterations = 50
masterAcc = matrix(nrow = iterations, ncol = 1)
masterSpec = matrix(nrow = iterations, ncol = 1)
masterSens = matrix(nrow = iterations, ncol = 1)

  
for(j in 1:iterations)
{
trainIndices = sample(1:dim(train)[1],round(splitPerc * nrow(train)))
trainData = train[trainIndices,]
testData = train[-trainIndices,]
  #classifications = knn(scale(trainData[,c(3,4)]),scale(testData[,c(3,4)]),as.factor(trainData$Attrition), prob = TRUE, k = i)
  rfModelTest = randomForest(Attrition ~ ., data=trainData[,includeForRF], ntree=500, importance=TRUE,
                        proximity=TRUE)
  
  predictAttritionRF = predict(rfModelTest, newdata=testData)

  CM = confusionMatrix(table(predictAttritionRF, as.factor(testData$Attrition)),positive="Yes")
  masterAcc[j,1] = CM$overall[1]
  masterSens[j,1] = CM$byClass[1][[1]] # sensitivity
  masterSpec[j,1] = CM$byClass[2][[1]] # specificity
  CM
}

MeanAcc = colMeans(masterAcc)
MeanAcc
## [1] 0.8564751
MeanSens = colMeans(masterSens)
MeanSens
## [1] 0.1577432
MeanSpec = colMeans(masterSpec)
MeanSpec
## [1] 0.9913149
CM
## Confusion Matrix and Statistics
## 
##                   
## predictAttritionRF  No Yes
##                No  219  36
##                Yes   0   6
##                                           
##                Accuracy : 0.8621          
##                  95% CI : (0.8142, 0.9015)
##     No Information Rate : 0.8391          
##     P-Value [Acc > NIR] : 0.1777          
##                                           
##                   Kappa : 0.2186          
##                                           
##  Mcnemar's Test P-Value : 5.433e-09       
##                                           
##             Sensitivity : 0.14286         
##             Specificity : 1.00000         
##          Pos Pred Value : 1.00000         
##          Neg Pred Value : 0.85882         
##              Prevalence : 0.16092         
##          Detection Rate : 0.02299         
##    Detection Prevalence : 0.02299         
##       Balanced Accuracy : 0.57143         
##                                           
##        'Positive' Class : Yes             
## 

the specificity is very low still on the Random Forest and Naive Bayes results. Can we improve this using Logistic regression?

based on the ROC curve, a threshold of 0.15 or so gives very good sensitivity and specificity

suppressMessages(library(ROCR))

# use the value with the monthly income filled in! Use our calculated values - they may be useful for predicting attrition
trainAndMonthly = rbind(train, predictMonthlyIncomeFilledIn)

includeForLogReg = c(2,3,4,5,6,7,8,9,12,13,14,15,16,17,18,19,20,21,22,24,25,26,27,28,29.30,31,32,33,34,35,36)

logRegModel <- glm(Attrition ~ ., data=trainAndMonthly[includeForLogReg], family = "binomial") %>%
  stepAIC(trace = FALSE)
summary(logRegModel)
## 
## Call:
## glm(formula = Attrition ~ Age + BusinessTravel + DailyRate + 
##     DistanceFromHome + EnvironmentSatisfaction + Gender + HourlyRate + 
##     JobInvolvement + JobRole + JobSatisfaction + NumCompaniesWorked + 
##     OverTime + RelationshipSatisfaction + StockOptionLevel + 
##     TrainingTimesLastYear + WorkLifeBalance + YearsAtCompany + 
##     YearsInCurrentRole + YearsSinceLastPromotion + YearsWithCurrManager, 
##     family = "binomial", data = trainAndMonthly[includeForLogReg])
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -2.0204  -0.4603  -0.2361  -0.0789   3.5993  
## 
## Coefficients:
##                                   Estimate Std. Error z value Pr(>|z|)    
## (Intercept)                      2.1902322  1.0551366   2.076 0.037914 *  
## Age                             -0.0503305  0.0136027  -3.700 0.000216 ***
## BusinessTravelTravel_Frequently  1.7102206  0.4518799   3.785 0.000154 ***
## BusinessTravelTravel_Rarely      0.7855449  0.4144892   1.895 0.058064 .  
## DailyRate                       -0.0004776  0.0002538  -1.882 0.059825 .  
## DistanceFromHome                 0.0514651  0.0125252   4.109 3.97e-05 ***
## EnvironmentSatisfaction2        -1.2836189  0.3250667  -3.949 7.85e-05 ***
## EnvironmentSatisfaction3        -1.0993517  0.2874468  -3.825 0.000131 ***
## EnvironmentSatisfaction4        -1.2663205  0.2863953  -4.422 9.80e-06 ***
## GenderMale                       0.4107057  0.2101575   1.954 0.050669 .  
## HourlyRate                       0.0080851  0.0050779   1.592 0.111336    
## JobInvolvement2                 -1.3521622  0.4086767  -3.309 0.000938 ***
## JobInvolvement3                 -1.6805300  0.3844921  -4.371 1.24e-05 ***
## JobInvolvement4                 -2.3565936  0.5393922  -4.369 1.25e-05 ***
## JobRoleHuman Resources           1.4051608  0.6426577   2.186 0.028780 *  
## JobRoleLaboratory Technician     1.4558831  0.5062432   2.876 0.004029 ** 
## JobRoleManager                   0.2050522  0.7090179   0.289 0.772424    
## JobRoleManufacturing Director    0.3681330  0.6177437   0.596 0.551221    
## JobRoleResearch Director        -1.7350275  1.0297330  -1.685 0.092002 .  
## JobRoleResearch Scientist        0.6385064  0.5030905   1.269 0.204381    
## JobRoleSales Executive           0.9987956  0.4940999   2.021 0.043234 *  
## JobRoleSales Representative      2.5429493  0.5679789   4.477 7.56e-06 ***
## JobSatisfaction2                -0.4983214  0.3109363  -1.603 0.109012    
## JobSatisfaction3                -0.4834701  0.2754616  -1.755 0.079238 .  
## JobSatisfaction4                -1.2480446  0.2978066  -4.191 2.78e-05 ***
## NumCompaniesWorked               0.1915761  0.0417684   4.587 4.50e-06 ***
## OverTimeYes                      2.1405217  0.2247395   9.524  < 2e-16 ***
## RelationshipSatisfaction2       -0.9113317  0.3218965  -2.831 0.004638 ** 
## RelationshipSatisfaction3       -0.9701898  0.2944381  -3.295 0.000984 ***
## RelationshipSatisfaction4       -0.9469180  0.2868074  -3.302 0.000961 ***
## StockOptionLevel1               -1.2487758  0.2300506  -5.428 5.69e-08 ***
## StockOptionLevel2               -1.9674147  0.4745826  -4.146 3.39e-05 ***
## StockOptionLevel3               -0.5604686  0.4160425  -1.347 0.177934    
## TrainingTimesLastYear           -0.1573023  0.0848567  -1.854 0.063776 .  
## WorkLifeBalance2                -0.9962560  0.4124808  -2.415 0.015723 *  
## WorkLifeBalance3                -1.3570905  0.3859535  -3.516 0.000438 ***
## WorkLifeBalance4                -1.1072712  0.4798379  -2.308 0.021022 *  
## YearsAtCompany                   0.0812365  0.0379904   2.138 0.032489 *  
## YearsInCurrentRole              -0.1420790  0.0516462  -2.751 0.005941 ** 
## YearsSinceLastPromotion          0.1451945  0.0492241   2.950 0.003181 ** 
## YearsWithCurrManager            -0.1757007  0.0529565  -3.318 0.000907 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1041.34  on 1169  degrees of freedom
## Residual deviance:  660.19  on 1129  degrees of freedom
## AIC: 742.19
## 
## Number of Fisher Scoring iterations: 7
predictAttrLogisticRegresionProbs = predict(logRegModel, trainAndMonthly, inverval="predict", type = "response")

predictAttrLogisticRegresion <- ifelse(predictAttrLogisticRegresionProbs > 0.2, "Yes", "No")


predictAttrLogisticRegresion <- as.factor(predictAttrLogisticRegresion)
length(predictAttrLogisticRegresion)
## [1] 1170
CM = confusionMatrix(table(predictAttrLogisticRegresion,trainAndMonthly$Attrition), positive="Yes")
CM
## Confusion Matrix and Statistics
## 
##                             
## predictAttrLogisticRegresion  No Yes
##                          No  822  43
##                          Yes 157 148
##                                           
##                Accuracy : 0.8291          
##                  95% CI : (0.8062, 0.8502)
##     No Information Rate : 0.8368          
##     P-Value [Acc > NIR] : 0.775           
##                                           
##                   Kappa : 0.4955          
##                                           
##  Mcnemar's Test P-Value : 1.346e-15       
##                                           
##             Sensitivity : 0.7749          
##             Specificity : 0.8396          
##          Pos Pred Value : 0.4852          
##          Neg Pred Value : 0.9503          
##              Prevalence : 0.1632          
##          Detection Rate : 0.1265          
##    Detection Prevalence : 0.2607          
##       Balanced Accuracy : 0.8073          
##                                           
##        'Positive' Class : Yes             
## 
# let's lot the ROC curve

ROCRPred <- prediction(predictAttrLogisticRegresionProbs, trainAndMonthly$Attrition)
ROCRPerf <- performance(ROCRPred,"tpr","fpr")
plot(ROCRPerf,colorize = TRUE, print.cutoffs.at = seq(0.1, by = 0.1))

Show AIC Linear regression Confision Matrix

# write out the naive bayes results



draw_confusion_matrix <- function(cmtrx) {

total <- sum(cmtrx$table)

res <- as.numeric(cmtrx$table)

# Generate color gradients. Palettes come from RColorBrewer.

greenPalette <- c("#F7FCF5","#E5F5E0","#C7E9C0","#A1D99B","#74C476","#41AB5D","#238B45","#006D2C","#00441B")

redPalette <- c("#FFF5F0","#FEE0D2","#FCBBA1","#FC9272","#FB6A4A","#EF3B2C","#CB181D","#A50F15","#67000D")

getColor <- function (greenOrRed = "green", amount = 0) {

if (amount == 0)

return("#FFFFFF")

palette <- greenPalette

if (greenOrRed == "red")

palette <- redPalette

colorRampPalette(palette)(100)[10 + ceiling(90 * amount / total)]

}

# set the basic layout

layout(matrix(c(1,1,2)))

par(mar=c(2,2,2,2))

plot(c(100, 345), c(300, 450), type = "n", xlab="", ylab="", xaxt='n', yaxt='n')

title('CONFUSION MATRIX - Training Data', cex.main=2)

# create the matrix

classes = colnames(cmtrx$table)

rect(150, 430, 240, 370, col=getColor("green", res[1]))

text(195, 435, classes[1], cex=1.2)

rect(250, 430, 340, 370, col=getColor("red", res[3]))

text(295, 435, classes[2], cex=1.2)

text(125, 370, 'Predicted', cex=1.3, srt=90, font=2)

text(245, 450, 'Actual', cex=1.3, font=2)

rect(150, 305, 240, 365, col=getColor("red", res[2]))

rect(250, 305, 340, 365, col=getColor("green", res[4]))

text(140, 400, classes[1], cex=1.2, srt=90)

text(140, 335, classes[2], cex=1.2, srt=90)

# add in the cmtrx results

text(195, 400, res[1], cex=1.6, font=2, col='white')

text(195, 335, res[2], cex=1.6, font=2, col='white')

text(295, 400, res[3], cex=1.6, font=2, col='white')

text(295, 335, res[4], cex=1.6, font=2, col='white')

# add in the specifics

plot(c(100, 0), c(100, 0), type = "n", xlab="", ylab="", main = "DETAILS", xaxt='n', yaxt='n')

text(10, 85, names(cmtrx$byClass[1]), cex=1.2, font=2)

text(10, 70, round(as.numeric(cmtrx$byClass[1]), 3), cex=1.2)

text(30, 85, names(cmtrx$byClass[2]), cex=1.2, font=2)

text(30, 70, round(as.numeric(cmtrx$byClass[2]), 3), cex=1.2)

text(50, 85, names(cmtrx$byClass[5]), cex=1.2, font=2)

text(50, 70, round(as.numeric(cmtrx$byClass[5]), 3), cex=1.2)

text(70, 85, names(cmtrx$byClass[6]), cex=1.2, font=2)

text(70, 70, round(as.numeric(cmtrx$byClass[6]), 3), cex=1.2)

text(90, 85, names(cmtrx$byClass[7]), cex=1.2, font=2)

text(90, 70, round(as.numeric(cmtrx$byClass[7]), 3), cex=1.2)

# add in the accuracy information

text(30, 35, names(cmtrx$overall[1]), cex=1.5, font=2)

text(30, 20, round(as.numeric(cmtrx$overall[1]), 3), cex=1.4)

text(70, 35, names(cmtrx$overall[2]), cex=1.5, font=2)

text(70, 20, round(as.numeric(cmtrx$overall[2]), 3), cex=1.4)

}



draw_confusion_matrix(CM)

let’s try that last model against our validation data, with prob > 0.20

predictAttrLogisticRegresion <- ifelse(predictAttrLogisticRegresionProbs > 0.15, "Yes", "No")

head(train$Attrition)
## [1] No No No No No No
## Levels: No Yes
predictAttrLogisticRegresion <- as.factor(predictAttrLogisticRegresion)
length(predictAttrLogisticRegresion)
## [1] 1170
str(predictAttrLogisticRegresion)
##  Factor w/ 2 levels "No","Yes": 1 1 1 1 2 1 2 1 2 1 ...
##  - attr(*, "names")= chr [1:1170] "1" "2" "3" "4" ...
str(train$Attrition)
##  Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
head(predictAttrLogisticRegresion)
##   1   2   3   4   5   6 
##  No  No  No  No Yes  No 
## Levels: No Yes
CM = confusionMatrix(table(predictAttrLogisticRegresion,trainAndMonthly$Attrition),positive="Yes")
CM
## Confusion Matrix and Statistics
## 
##                             
## predictAttrLogisticRegresion  No Yes
##                          No  764  34
##                          Yes 215 157
##                                           
##                Accuracy : 0.7872          
##                  95% CI : (0.7626, 0.8103)
##     No Information Rate : 0.8368          
##     P-Value [Acc > NIR] : 1               
##                                           
##                   Kappa : 0.4361          
##                                           
##  Mcnemar's Test P-Value : <2e-16          
##                                           
##             Sensitivity : 0.8220          
##             Specificity : 0.7804          
##          Pos Pred Value : 0.4220          
##          Neg Pred Value : 0.9574          
##              Prevalence : 0.1632          
##          Detection Rate : 0.1342          
##    Detection Prevalence : 0.3179          
##       Balanced Accuracy : 0.8012          
##                                           
##        'Positive' Class : Yes             
## 

try the GLM model with train/test split to gauge the confusion matrix results

this is terribly slow and it gets a different model each time… so very difficult to gauge effectiveness this way

This is way too slow, and the model is different every time, so what’s the point?

We want to train and test with a consistent model across all our cross-validation steps

set.seed(1)
splitPerc = .7
iterations = 2
masterAcc = matrix(nrow = iterations, 1)
masterSpec = matrix(nrow = iterations, 1)
masterSens = matrix(nrow = iterations, 1)

for(j in 1:iterations)
{
trainIndices = sample(1:dim(trainAndMonthly)[1],round(splitPerc * nrow(trainAndMonthly)))
trainData = trainAndMonthly[trainIndices,]
testData = trainAndMonthly[-trainIndices,]


logRegModel <- glm(Attrition ~ ., data=trainAndMonthly[includeForLogReg], family = "binomial") %>%
  stepAIC(trace = FALSE)

  predictAttrLogisticRegresionProbs = predict(logRegModel, trainAndMonthly, inverval="predict", type = "response")
  
  predictAttrLogisticRegresion <- ifelse(predictAttrLogisticRegresionProbs > 0.2, "Yes", "No")
  
  
  predictAttrLogisticRegresion <- as.factor(predictAttrLogisticRegresion)
  length(predictAttrLogisticRegresion)
  
  
  CM = confusionMatrix(table(predictAttrLogisticRegresion,trainAndMonthly$Attrition),positive="Yes")
  CM
  
  
  
  masterAcc[j,1] = CM$overall[1]
  masterSens[j,1] = CM$byClass[1][[1]] # sensitivity
  masterSpec[j,1] = CM$byClass[2][[1]] # specificity
}

masterAcc
##           [,1]
## [1,] 0.8290598
## [2,] 0.8290598
MeanAcc = colMeans(masterAcc)
MeanAcc
## [1] 0.8290598

using a manual model with the most promising fields

create the model with the training data

suppressMessages(library(ROCR))

# use the value with the monthly income filled in! Use our calculated values - they may be useful for predicting attrition
trainAndMonthly = rbind(train, predictMonthlyIncomeFilledIn)

includeForLogReg = c(2,3,4,5,6,7,8,9,12,13,14,15,16,17,18,19,20,21,22,24,25,26,27,28,29.30,31,32,33,34,35,36)

logRegModel <- glm(Attrition ~ Age + BusinessTravel + DailyRate +  DistanceFromHome +  EnvironmentSatisfaction + HourlyRate + JobLevel  + JobRole + JobSatisfaction  + NumCompaniesWorked + OverTime + StockOptionLevel + WorkLifeBalance + YearsAtCompany  + YearsSinceLastPromotion, data=trainAndMonthly[includeForLogReg], family = "binomial") 
summary(logRegModel)
## 
## Call:
## glm(formula = Attrition ~ Age + BusinessTravel + DailyRate + 
##     DistanceFromHome + EnvironmentSatisfaction + HourlyRate + 
##     JobLevel + JobRole + JobSatisfaction + NumCompaniesWorked + 
##     OverTime + StockOptionLevel + WorkLifeBalance + YearsAtCompany + 
##     YearsSinceLastPromotion, family = "binomial", data = trainAndMonthly[includeForLogReg])
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -1.9741  -0.4887  -0.2711  -0.1123   3.9241  
## 
## Coefficients:
##                                   Estimate Std. Error z value Pr(>|z|)    
## (Intercept)                      1.2552671  0.9486894   1.323 0.185782    
## Age                             -0.0441123  0.0130892  -3.370 0.000751 ***
## BusinessTravelTravel_Frequently  1.5161498  0.4310237   3.518 0.000436 ***
## BusinessTravelTravel_Rarely      0.7032475  0.3978659   1.768 0.077136 .  
## DailyRate                       -0.0005161  0.0002456  -2.102 0.035587 *  
## DistanceFromHome                 0.0440787  0.0118485   3.720 0.000199 ***
## EnvironmentSatisfaction2        -1.1946833  0.3109987  -3.841 0.000122 ***
## EnvironmentSatisfaction3        -1.1231583  0.2744110  -4.093 4.26e-05 ***
## EnvironmentSatisfaction4        -1.2057602  0.2729599  -4.417 9.99e-06 ***
## HourlyRate                       0.0071089  0.0048619   1.462 0.143695    
## JobLevel2                       -1.3520656  0.3971628  -3.404 0.000663 ***
## JobLevel3                       -1.6854379  0.3750157  -4.494 6.98e-06 ***
## JobLevel4                       -2.2746771  0.5221527  -4.356 1.32e-05 ***
## JobRoleHuman Resources           1.2625238  0.6136876   2.057 0.039660 *  
## JobRoleLaboratory Technician     1.2358337  0.4812186   2.568 0.010225 *  
## JobRoleManager                   0.2396844  0.6894364   0.348 0.728101    
## JobRoleManufacturing Director    0.0929140  0.5873320   0.158 0.874302    
## JobRoleResearch Director        -1.4759585  0.9287324  -1.589 0.112011    
## JobRoleResearch Scientist        0.5947935  0.4796452   1.240 0.214950    
## JobRoleSales Executive           0.8427604  0.4707331   1.790 0.073403 .  
## JobRoleSales Representative      2.4020655  0.5393920   4.453 8.46e-06 ***
## JobSatisfaction2                -0.3854666  0.2983800  -1.292 0.196404    
## JobSatisfaction3                -0.4208734  0.2624351  -1.604 0.108775    
## JobSatisfaction4                -1.1503510  0.2842737  -4.047 5.20e-05 ***
## NumCompaniesWorked               0.1690484  0.0398307   4.244 2.19e-05 ***
## OverTimeYes                      1.9865547  0.2114434   9.395  < 2e-16 ***
## StockOptionLevel1               -1.1332201  0.2197640  -5.157 2.52e-07 ***
## StockOptionLevel2               -1.8406855  0.4562480  -4.034 5.47e-05 ***
## StockOptionLevel3               -0.4460563  0.4017835  -1.110 0.266917    
## WorkLifeBalance2                -1.0772779  0.3928362  -2.742 0.006101 ** 
## WorkLifeBalance3                -1.3618824  0.3648384  -3.733 0.000189 ***
## WorkLifeBalance4                -1.2042954  0.4599882  -2.618 0.008842 ** 
## YearsAtCompany                  -0.0523385  0.0271194  -1.930 0.053616 .  
## YearsSinceLastPromotion          0.1060962  0.0448531   2.365 0.018010 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1041.3  on 1169  degrees of freedom
## Residual deviance:  703.5  on 1136  degrees of freedom
## AIC: 771.5
## 
## Number of Fisher Scoring iterations: 6
predictAttrLogisticRegresionProbs = predict(logRegModel, trainAndMonthly, inverval="predict", type = "response")

predictAttrLogisticRegresion <- ifelse(predictAttrLogisticRegresionProbs > 0.15, "Yes", "No")


predictAttrLogisticRegresion <- as.factor(predictAttrLogisticRegresion)
length(predictAttrLogisticRegresion)
## [1] 1170
CM = confusionMatrix(table(predictAttrLogisticRegresion,trainAndMonthly$Attrition),positive="Yes")
CM
## Confusion Matrix and Statistics
## 
##                             
## predictAttrLogisticRegresion  No Yes
##                          No  743  39
##                          Yes 236 152
##                                          
##                Accuracy : 0.765          
##                  95% CI : (0.7396, 0.789)
##     No Information Rate : 0.8368         
##     P-Value [Acc > NIR] : 1              
##                                          
##                   Kappa : 0.392          
##                                          
##  Mcnemar's Test P-Value : <2e-16         
##                                          
##             Sensitivity : 0.7958         
##             Specificity : 0.7589         
##          Pos Pred Value : 0.3918         
##          Neg Pred Value : 0.9501         
##              Prevalence : 0.1632         
##          Detection Rate : 0.1299         
##    Detection Prevalence : 0.3316         
##       Balanced Accuracy : 0.7774         
##                                          
##        'Positive' Class : Yes            
## 
# let's lot the ROC curve

ROCRPred <- prediction(predictAttrLogisticRegresionProbs, trainAndMonthly$Attrition)
ROCRPerf <- performance(ROCRPred,"tpr","fpr")
plot(ROCRPerf,colorize = TRUE, print.cutoffs.at = seq(0.1, by = 0.1))

using a very low threshold here to make sure the specificity is higher than our 0.6 goal, even if it results in lower accuracy.

predictAttritionResultsValidationProbs = predict(logRegModel, predictAttr, inverval="predict", type = "response")

predictAttritionResultsValidation <- ifelse(predictAttritionResultsValidationProbs > 0.12, "Yes", "No")

# create a separate dataset with attrition filled in to avoid future confusion
predictAttrFilledIn = predictAttr
# use the predicted values


predictAttrFilledIn$Attrition = predictAttritionResultsValidation
predictAttrWithID = predictAttrFilledIn[, c("ID", "Attrition")]
write.csv(predictAttrWithID, file="Case2PredictionsPaugh Attrition.csv", row.names=FALSE)
predictAttrWithEmployeeNumber = predictAttrFilledIn[, c("EmployeeNumber", "Attrition")]
write.csv(predictAttrWithEmployeeNumber, file="Case2PredictionsByENAttrition.csv", row.names=FALSE)

using a manual model with the most promosing fields

This creates essentially a manual ROC curve of the cross validation data, by calculating the specificity and sensitivity at each point

set.seed(1)
splitPerc = .7
iterations = 50
thresholdValues = seq(0,1,0.01)
thresholdIterations = length(thresholdValues)
masterAcc = matrix(nrow = iterations, ncol=thresholdIterations)
masterSpec = matrix(nrow = iterations, ncol=thresholdIterations)
masterSens = matrix(nrow = iterations, ncol=thresholdIterations)
masterCombined = matrix(nrow = iterations, ncol=thresholdIterations)


for(j in 1:iterations)
{
  
  trainIndices = sample(1:dim(trainAndMonthly)[1],round(splitPerc * nrow(trainAndMonthly)))
  trainData = trainAndMonthly[trainIndices,]
  testData = trainAndMonthly[-trainIndices,]
  
  logRegModel <- glm(Attrition ~ Age + BusinessTravel + DailyRate +  DistanceFromHome +  Education + EnvironmentSatisfaction + HourlyRate + JobLevel  + JobRole  + JobSatisfaction  +  NumCompaniesWorked + OverTime + StockOptionLevel + WorkLifeBalance + YearsAtCompany  + YearsSinceLastPromotion, data=trainData, family = "binomial")

  predictAttrLogisticRegresionProbs = predict(logRegModel, testData, inverval="predict", type = "response")
  
  for (i in 1:length(thresholdValues))
  {
  
    predictAttrLogisticRegresion <- ifelse(predictAttrLogisticRegresionProbs > thresholdValues[i], "Yes", "No")
  
    predictAttrLogisticRegresion <- as.factor(predictAttrLogisticRegresion)
  
    levels(predictAttrLogisticRegresion) = levels(testData$Attrition)
    CM = confusionMatrix(table(predictAttrLogisticRegresion, as.factor(testData$Attrition)),positive="Yes")
    masterAcc[j,i] = CM$overall[1]
    masterSens[j,i] = CM$byClass[1][[1]] # sensitivity
    masterSpec[j,i] = CM$byClass[2][[1]] # specificity
    masterCombined[j,i] =  CM$byClass[1][[1]] + CM$byClass[2][[1]] # combined
  }
}
# all the rows in the same column have the same threshold value, so average across the column to get the average for threshold
MeanAcc = colMeans(masterAcc)

plot(seq(1,thresholdIterations,1),MeanAcc, type = "l", main="Accuracy by Threshold",xlab = "Threshold", ylab="Accuracy")

which.max(MeanAcc)
## [1] 58
max(MeanAcc)
## [1] 0.8727066
MeanSens = colMeans(masterSens)

plot(seq(1,thresholdIterations,1),MeanSens, type = "l", main="Sensitivity by Threshold", xlab = "Threshold", ylab="Sensitivity")

which.max(MeanSens)
## [1] 2
thresholdValues[which.max(MeanSens)]
## [1] 0.01
max(MeanSens)
## [1] 0.9624236
MeanSpec = colMeans(masterSpec)

plot(seq(1,thresholdIterations,1),MeanSpec, type = "l", main="Specificity by Threshold",xlab = "Threshold", ylab="Specificity")

which.max(MeanSpec)
## [1] 1
thresholdValues[which.max(MeanSpec)]
## [1] 0
max(MeanSpec)
## [1] 1
MeanCombined = colMeans(masterCombined)
plot(seq(1,thresholdIterations,1),MeanCombined, type = "l", main="Sensitivity + Specificity by Threshold", xlab = "Threshold", ylab="Sensitivity + Specificity")

which.max(MeanCombined)
## [1] 22
thresholdValues[which.max(MeanCombined)]
## [1] 0.21
max(MeanCombined)
## [1] 1.513913
dfTestingResults = data.frame(MeanCombined)
names(dfTestingResults)[1]<-"Sum"
dfTestingResults$Threshold =thresholdValues
dfTestingResults$Specificity = MeanSpec
dfTestingResults$Sensitivity = MeanSens
#dfTestingResults


# this works but it does not show a group name
p = ggplot() + 
  geom_line(data = dfTestingResults, aes(x = Threshold, y = MeanSpec), color = "blue") +
  geom_line(data = dfTestingResults, aes(x = Threshold, y = MeanSens), color = "red") +
  geom_line(data = dfTestingResults, aes(x = Threshold, y = Sum), color = "green") +
  xlab('Dates') +
  ylab('percent.change') + theme_economist()
p

dfMeltThresholdData <- melt(dfTestingResults, id.vars="Threshold", value.name="value")
ggplot(dfMeltThresholdData, aes(x=Threshold, y=value, color=variable)) + ylab("Value") + ggtitle("Test Results by Threshold") +
  geom_point()

lets try logistic regression but with a manually created model

this uses the new variables that focus on the factors that led to attrtion in our training data

#str(trainAndMonthly)
trainAndMonthly = rbind(train, predictMonthlyIncomeFilledIn)

includeForLogReg = c(2,3,4,5,6,7,8,9,12, 13,14,15,16,17,18,19,21,22,24,25,26,27,28,29.30,31,32,33,34,35,36)

#logRegModel <- glm(Attrition ~ BusinessTravelFrequently + LowEducation + LowEnvironmentalSatisfaction + LowJobLevel + JobRoleSales + HighCompaniesWorked + LowWorkLifeBalance + JobRoleMed + Age + YearsInCurrentRole + DistanceFromHome + OverTime + DailyRate, data=trainAndMonthly, family = "binomial") %>%
#  stepAIC(trace = FALSE)

logRegModel <- glm(Attrition ~ BusinessTravelFrequently + LowEducation + LowEnvironmentalSatisfaction + LowJobLevel + JobRoleSales + HighCompaniesWorked + LowWorkLifeBalance + JobRoleMed + Age + DistanceFromHome + OverTime, data=trainAndMonthly, family = "binomial") 

summary(logRegModel)
## 
## Call:
## glm(formula = Attrition ~ BusinessTravelFrequently + LowEducation + 
##     LowEnvironmentalSatisfaction + LowJobLevel + JobRoleSales + 
##     HighCompaniesWorked + LowWorkLifeBalance + JobRoleMed + Age + 
##     DistanceFromHome + OverTime, family = "binomial", data = trainAndMonthly)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -1.7015  -0.5492  -0.3756  -0.2110   3.0714  
## 
## Coefficients:
##                                 Estimate Std. Error z value Pr(>|z|)    
## (Intercept)                     -3.54587    0.80554  -4.402 1.07e-05 ***
## BusinessTravelFrequentlyYes      0.73073    0.20739   3.523 0.000426 ***
## LowEducationYes                  0.31258    0.58445   0.535 0.592763    
## LowEnvironmentalSatisfactionYes  0.39386    0.20083   1.961 0.049860 *  
## LowJobLevelYes                   0.60182    0.21488   2.801 0.005099 ** 
## JobRoleSalesYes                  1.84317    0.40670   4.532 5.84e-06 ***
## HighCompaniesWorkedYes           1.01589    0.22425   4.530 5.90e-06 ***
## LowWorkLifeBalanceYes            1.16410    0.31436   3.703 0.000213 ***
## JobRoleMedYes                    0.75751    0.27752   2.730 0.006342 ** 
## Age                             -0.03077    0.01137  -2.706 0.006802 ** 
## DistanceFromHome                 0.03758    0.01081   3.475 0.000512 ***
## OverTimeYes                      1.62067    0.18213   8.899  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1041.3  on 1169  degrees of freedom
## Residual deviance:  832.9  on 1158  degrees of freedom
## AIC: 856.9
## 
## Number of Fisher Scoring iterations: 5
predictAttrLogisticRegresionProbs = predict(logRegModel, trainAndMonthly, inverval="predict", type = "response")

predictAttrLogisticRegresion <- ifelse(predictAttrLogisticRegresionProbs > 0.2, "Yes", "No")


head(train$Attrition)
## [1] No No No No No No
## Levels: No Yes
predictAttrLogisticRegresion <- as.factor(predictAttrLogisticRegresion)
length(predictAttrLogisticRegresion)
## [1] 1170
str(predictAttrLogisticRegresion)
##  Factor w/ 2 levels "No","Yes": 1 1 1 1 2 1 2 1 2 1 ...
##  - attr(*, "names")= chr [1:1170] "1" "2" "3" "4" ...
str(train$Attrition)
##  Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
head(predictAttrLogisticRegresion)
##   1   2   3   4   5   6 
##  No  No  No  No Yes  No 
## Levels: No Yes
CM = confusionMatrix(table(predictAttrLogisticRegresion,trainAndMonthly$Attrition),positive="Yes")
CM
## Confusion Matrix and Statistics
## 
##                             
## predictAttrLogisticRegresion  No Yes
##                          No  770  63
##                          Yes 209 128
##                                           
##                Accuracy : 0.7675          
##                  95% CI : (0.7422, 0.7915)
##     No Information Rate : 0.8368          
##     P-Value [Acc > NIR] : 1               
##                                           
##                   Kappa : 0.3492          
##                                           
##  Mcnemar's Test P-Value : <2e-16          
##                                           
##             Sensitivity : 0.6702          
##             Specificity : 0.7865          
##          Pos Pred Value : 0.3798          
##          Neg Pred Value : 0.9244          
##              Prevalence : 0.1632          
##          Detection Rate : 0.1094          
##    Detection Prevalence : 0.2880          
##       Balanced Accuracy : 0.7283          
##                                           
##        'Positive' Class : Yes             
## 
# let's lot the ROC curve

ROCRPred <- prediction(predictAttrLogisticRegresionProbs, trainAndMonthly$Attrition)
ROCRPerf <- performance(ROCRPred,"tpr","fpr")
plot(ROCRPerf,colorize = TRUE, print.cutoffs.at = seq(0.1, by = 0.1))

write out to file for the alternative model

predictAttritionResultsValidationProbs = predict(logRegModel, predictAttr, inverval="predict", type = "response")

predictAttritionResultsValidation <- ifelse(predictAttritionResultsValidationProbs > 0.12, "Yes", "No")

# create a separate dataset with attrition filled in to avoid future confusion
predictAttrFilledIn = predictAttr
# use the predicted values


predictAttrFilledIn$Attrition = predictAttritionResultsValidation
predictAttrWithID = predictAttrFilledIn[, c("ID", "Attrition")]
write.csv(predictAttrWithID, file="Case2PredictionsPaugh Attrition.csv", row.names=FALSE)
predictAttrWithEmployeeNumber = predictAttrFilledIn[, c("EmployeeNumber", "Attrition")]
write.csv(predictAttrWithEmployeeNumber, file="Case2PredictionsByENAttrition.csv", row.names=FALSE)

repeat manual model, but not with many iteration of train/test testing to check confusion matrix results

set.seed(1)
splitPerc = .7
iterations = 50
thresholdValues = seq(0,1,0.01)
thresholdIterations = length(thresholdValues)
masterAcc = matrix(nrow = iterations, ncol=thresholdIterations)
masterSpec = matrix(nrow = iterations, ncol=thresholdIterations)
masterSens = matrix(nrow = iterations, ncol=thresholdIterations)
masterCombined = matrix(nrow = iterations, ncol=thresholdIterations)


for(j in 1:iterations)
{
  
  trainIndices = sample(1:dim(trainAndMonthly)[1],round(splitPerc * nrow(trainAndMonthly)))
  trainData = trainAndMonthly[trainIndices,]
  testData = trainAndMonthly[-trainIndices,]
  
  #logRegModel <- glm(Attrition ~ BusinessTravelFrequently + LowEducation + LowEnvironmentalSatisfaction + LowJobLevel + JobRoleSales + HighCompaniesWorked + LowWorkLifeBalance + JobRoleMed + Age + YearsInCurrentRole + DistanceFromHome + OverTime + DailyRate, data=trainAndMonthly, family = "binomial") %>%
  #  stepAIC(trace = FALSE)
  
  logRegModel <- glm(Attrition ~ BusinessTravelFrequently + LowEducation + LowEnvironmentalSatisfaction + LowJobLevel + JobRoleSales + HighCompaniesWorked + LowWorkLifeBalance + JobRoleMed + Age + DistanceFromHome + OverTime, data=trainData, family = "binomial") 
  

  predictAttrLogisticRegresionProbs = predict(logRegModel, testData, inverval="predict", type = "response")
  
  for (i in 1:length(thresholdValues))
  {
  
    predictAttrLogisticRegresion <- ifelse(predictAttrLogisticRegresionProbs > thresholdValues[i], "Yes", "No")
  
    predictAttrLogisticRegresion <- as.factor(predictAttrLogisticRegresion)
  
    levels(predictAttrLogisticRegresion) = levels(testData$Attrition)
    CM = confusionMatrix(table(predictAttrLogisticRegresion, as.factor(testData$Attrition)),positive="Yes")
    masterAcc[j,i] = CM$overall[1]
    masterSens[j,i] = CM$byClass[1][[1]] # sensitivity
    masterSpec[j,i] = CM$byClass[2][[1]] # specificity
    masterCombined[j,i] =  CM$byClass[1][[1]] + CM$byClass[2][[1]] # combined
  }
}
# all the rows in the same column have the same threshold value, so average across the column to get the average for threshold
MeanAcc = colMeans(masterAcc)

plot(seq(1,thresholdIterations,1),MeanAcc, type = "l", xlab = "Threshold", ylab="Accuracy")

which.max(MeanAcc)
## [1] 56
max(MeanAcc)
## [1] 0.8500855
MeanSens = colMeans(masterSens)

plot(seq(1,thresholdIterations,1),MeanSens, type = "l", xlab = "Threshold", ylab="Sensitivity")

which.max(MeanSens)
## [1] 3
thresholdValues[which.max(MeanSens)]
## [1] 0.02
max(MeanSens)
## [1] 0.9727179
MeanSpec = colMeans(masterSpec)

plot(seq(1,thresholdIterations,1),MeanSpec, type = "l", xlab = "Threshold", ylab="Specificity")

which.max(MeanSpec)
## [1] 1
thresholdValues[which.max(MeanSpec)]
## [1] 0
max(MeanSpec)
## [1] 1
MeanCombined = colMeans(masterCombined)
plot(seq(1,thresholdIterations,1),MeanCombined, type = "l", xlab = "Threshold", ylab="Sensitivity + Specificity")

which.max(MeanCombined)
## [1] 20
thresholdValues[which.max(MeanCombined)]
## [1] 0.19
max(MeanCombined)
## [1] 1.439611
dfTestingResults <- data.frame(MeanCombined)
dfTestingResults <- dfTestingResults %>% rename(    Sum = MeanCombined    )
dfTestingResults$Threshold =thresholdValues
dfTestingResults$Specificity = MeanSpec
dfTestingResults$Sensitivity = MeanSens
dfTestingResults
##          Sum Threshold Specificity  Sensitivity
## 1   1.000000      0.00  1.00000000 0.0000000000
## 2   1.011088      0.01  0.15907729 0.8520111802
## 3   1.068507      0.02  0.09578871 0.9727178944
## 4   1.118129      0.03  0.17192699 0.9462019650
## 5   1.162486      0.04  0.24435949 0.9181263242
## 6   1.212290      0.05  0.30835999 0.9039304456
## 7   1.260490      0.06  0.36909701 0.8913933031
## 8   1.301919      0.07  0.42408913 0.8778296026
## 9   1.341031      0.08  0.48003504 0.8609959012
## 10  1.364659      0.09  0.52409935 0.8405596611
## 11  1.386943      0.10  0.56633907 0.8206040243
## 12  1.402382      0.11  0.60426624 0.7981160844
## 13  1.412552      0.12  0.63835865 0.7741935757
## 14  1.419301      0.13  0.66625676 0.7530440878
## 15  1.425738      0.14  0.69165592 0.7340823020
## 16  1.433053      0.15  0.71366805 0.7193852186
## 17  1.432908      0.16  0.73173313 0.7011751111
## 18  1.436831      0.17  0.74907238 0.6877587381
## 19  1.436696      0.18  0.76444701 0.6722493551
## 20  1.439611      0.19  0.77892351 0.6606878852
## 21  1.438783      0.20  0.79160895 0.6471737689
## 22  1.437386      0.21  0.80535638 0.6320295105
## 23  1.437974      0.22  0.81870998 0.6192644754
## 24  1.438570      0.23  0.83240527 0.6061650846
## 25  1.439469      0.24  0.84442365 0.5950456894
## 26  1.434876      0.25  0.85487751 0.5799983308
## 27  1.435026      0.26  0.86634189 0.5686840954
## 28  1.429539      0.27  0.87555492 0.5539837309
## 29  1.420649      0.28  0.88490659 0.5357422293
## 30  1.408017      0.29  0.89140739 0.5166093947
## 31  1.395974      0.30  0.89802805 0.4979456847
## 32  1.384397      0.31  0.90488579 0.4795115263
## 33  1.374433      0.32  0.91049945 0.4639339906
## 34  1.363815      0.33  0.91650544 0.4473091662
## 35  1.353979      0.34  0.92150989 0.4324690076
## 36  1.343844      0.35  0.92609376 0.4177506848
## 37  1.333483      0.36  0.93054734 0.4029352606
## 38  1.324344      0.37  0.93479496 0.3895486641
## 39  1.315233      0.38  0.93853278 0.3767005617
## 40  1.307343      0.39  0.94248667 0.3648566854
## 41  1.297094      0.40  0.94494650 0.3521475901
## 42  1.290282      0.41  0.94892920 0.3413530833
## 43  1.281386      0.42  0.95165699 0.3297289435
## 44  1.273825      0.43  0.95500679 0.3188183219
## 45  1.261632      0.44  0.95815675 0.3034752161
## 46  1.258266      0.45  0.96109513 0.2971703685
## 47  1.252478      0.46  0.96314830 0.2893293768
## 48  1.246255      0.47  0.96532831 0.2809264056
## 49  1.237667      0.48  0.96683520 0.2708314010
## 50  1.227501      0.49  0.96937399 0.2581270566
## 51  1.217498      0.50  0.97128391 0.2462143416
## 52  1.209378      0.51  0.97408717 0.2352904954
## 53  1.201600      0.52  0.97586324 0.2257369595
## 54  1.194663      0.53  0.97803965 0.2166232054
## 55  1.188484      0.54  0.97995892 0.2085247657
## 56  1.181933      0.55  0.98181203 0.2001207422
## 57  1.172051      0.56  0.98290050 0.1891500474
## 58  1.166986      0.57  0.98447546 0.1825104543
## 59  1.161710      0.58  0.98584623 0.1758635743
## 60  1.151561      0.59  0.98754143 0.1640197833
## 61  1.144540      0.60  0.98897092 0.1555691450
## 62  1.136847      0.61  0.99033025 0.1465171714
## 63  1.129564      0.62  0.99163678 0.1379269467
## 64  1.123764      0.63  0.99266143 0.1311021410
## 65  1.118705      0.64  0.99361205 0.1250931499
## 66  1.116343      0.65  0.99442368 0.1219189654
## 67  1.111839      0.66  0.99510135 0.1167372546
## 68  1.104884      0.67  0.99557862 0.1093054758
## 69  1.101382      0.68  0.99632571 0.1050558275
## 70  1.097847      0.69  0.99693942 0.1009079029
## 71  1.092309      0.70  0.99720677 0.0951024170
## 72  1.087224      0.71  0.99755163 0.0896719782
## 73  1.081921      0.72  0.99782361 0.0840975133
## 74  1.076301      0.73  0.99809693 0.0782042477
## 75  1.068755      0.74  0.99843429 0.0703203494
## 76  1.060944      0.75  0.99856946 0.0623740672
## 77  1.054734      0.76  0.99877759 0.0559568445
## 78  1.048156      0.77  0.99891274 0.0492429634
## 79  1.043896      0.78  0.99911396 0.0447821331
## 80  1.037399      0.79  0.99958561 0.0378130625
## 81  1.030824      0.80  0.99965273 0.0311716465
## 82  1.023298      0.81  0.99979137 0.0235070196
## 83  1.019532      0.82  0.99986155 0.0196699574
## 84  1.013718      0.83  1.00000000 0.0137178941
## 85  1.010394      0.84  1.00000000 0.0103935772
## 86  1.007964      0.85  1.00000000 0.0079643730
## 87  1.005533      0.86  1.00000000 0.0055331786
## 88  1.004140      0.87  1.00000000 0.0041402898
## 89  1.002842      0.88  1.00000000 0.0028416366
## 90  1.002254      0.89  1.00000000 0.0022539061
## 91  1.001286      0.90  1.00000000 0.0012856521
## 92  1.000673      0.91  1.00000000 0.0006726964
## 93  1.000000      0.92  1.00000000 0.0000000000
## 94  1.000000      0.93  1.00000000 0.0000000000
## 95  1.000000      0.94  1.00000000 0.0000000000
## 96  1.000000      0.95  1.00000000 0.0000000000
## 97  1.000000      0.96  1.00000000 0.0000000000
## 98  1.000000      0.97  1.00000000 0.0000000000
## 99  1.000000      0.98  1.00000000 0.0000000000
## 100 1.000000      0.99  1.00000000 0.0000000000
## 101 1.000000      1.00  1.00000000 0.0000000000
# this works but it does not show a group name
p = ggplot() + 
  geom_line(data = dfTestingResults, aes(x = Threshold, y = MeanSpec), color = "blue") +
  geom_line(data = dfTestingResults, aes(x = Threshold, y = MeanSens), color = "red") +
  geom_line(data = dfTestingResults, aes(x = Threshold, y = Sum), color = "green") +
  xlab('Dates') +
  ylab('percent.change') + theme_economist()
p

dfMeltThresholdData <- melt(dfTestingResults, id.vars="Threshold", value.name="value")
ggplot(dfMeltThresholdData, aes(x=Threshold, y=value, color=variable)) + 
  geom_point()